commit a6e52f8ad0555644286a9edf4a3434338e4742bf Author: boladeE Date: Wed Apr 23 19:18:05 2025 +0100 Initial commit: Recycling object detection project - Added Fast api web application for recycling object detection - Included YOLOv8 model training notebook - Set up project structure with datasets and training directories - Added requirements.txt for dependencies - Configured .gitignore for Python virtual environment and cache files diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..4678c79 --- /dev/null +++ b/.gitignore @@ -0,0 +1,6 @@ +.venv +__pycache__ + +augmented_dataset + +training diff --git a/README.md b/README.md new file mode 100644 index 0000000..a6f831e --- /dev/null +++ b/README.md @@ -0,0 +1,54 @@ +# DS Task Recycling Project + +This project is a toy project for training and quality assurance purposes. It involves developing a simple Flask API that processes an image (or a hardcoded image) of a motherboard and detects memory modules present on it. The API will return the image with bounding boxes drawn around each detected memory module. + +## Project Overview + +- **Input Types:** + + - Image upload via the Flask API. + - A hardcoded image for testing purposes. +- **Dataset:** + + - 20 pictures of motherboards with memory. + - 20 pictures of motherboards without memory. +- **Output:** + + - An annotated image with bounding boxes around each detected memory module. + For example, if there are two memory modules, two boxes are drawn; if only one is detected, then one box is drawn. +- **Annotation Tool Suggestion:** + + - We suggest using [makesense.ai](https://www.makesense.ai/) for manual annotation if needed. + +## Task Details + +The developer is required to research and answer the following questions as part of the task: + +1. **Algorithm Choice:** + + - Which algorithm will you use for detecting the memory modules? + - Why do you choose this particular algorithm? +2. **Hardware Considerations:** + + - Does CPU or GPU have an impact on your decision? Please explain. +3. **Video Input:** + + - What if a video is provided instead of single images? + - Does your approach change when processing videos? Please describe your approach. + +## Proposed Flask API Implementation + +1. **API Endpoints:** + + - An endpoint for uploading images which processes and returns the annotated image. + - An endpoint parameter for using a hardcoded image for testing purposes. +2. **Processing Workflow:** + + - Receive an image (either via file upload or from a hardcoded source). + - Apply the chosen object detection algorithm to detect memory modules. + - Draw bounding boxes around each detected memory module. + - Return the annotated image to the user. + +## Data Set: + +Dataset in on the `training` folder. And there is `memory` and `no_memory` subfolder in it. diff --git a/app.py b/app.py new file mode 100644 index 0000000..aaa1bd4 --- /dev/null +++ b/app.py @@ -0,0 +1,50 @@ +from fastapi import FastAPI, File, UploadFile, Request +from fastapi.responses import HTMLResponse +from fastapi.staticfiles import StaticFiles +from fastapi.templating import Jinja2Templates +import uvicorn +from ultralytics import YOLO +import cv2 +import numpy as np +from PIL import Image +import io +import os +import base64 + +app = FastAPI() + +# Initialize templates +templates = Jinja2Templates(directory="templates") + +# Load YOLO model +current_directory = os.getcwd() +model_path = current_directory + '\\datasets\\runs\\detect\\train8\\weights\\last.pt' +model = YOLO(model_path) + +@app.get("/", response_class=HTMLResponse) +async def home(request: Request): + return templates.TemplateResponse("index.html", {"request": request}) + +@app.post("/upload") +async def upload_image(file: UploadFile = File(...)): + # Read the uploaded file + contents = await file.read() + + # Convert to numpy array + nparr = np.frombuffer(contents, np.uint8) + img = cv2.imdecode(nparr, cv2.IMREAD_COLOR) + + # Run YOLO prediction + results = model(img) + + # Draw bounding boxes + annotated_img = results[0].plot() + + # Convert to base64 + _, img_encoded = cv2.imencode('.jpg', annotated_img) + img_base64 = base64.b64encode(img_encoded).decode('utf-8') + + return {"image": img_base64} + +if __name__ == "__main__": + uvicorn.run(app, host="localhost", port=8000) diff --git a/datasets/data.yaml b/datasets/data.yaml new file mode 100644 index 0000000..c2352e2 --- /dev/null +++ b/datasets/data.yaml @@ -0,0 +1,6 @@ + +train: images/train +val: images/val + +nc: 1 +names: ['memory'] \ No newline at end of file diff --git a/datasets/images/train/out1.png b/datasets/images/train/out1.png new file mode 100644 index 0000000..4a872cb Binary files /dev/null and b/datasets/images/train/out1.png differ diff --git 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b/datasets/labels/train/out11_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.35573562701133027 0.45525968090064356 0.20821171248973958 0.3951043928133974 +0.0 0.3812578027566137 0.46350191993815465 0.21027751688323193 0.3933266917581434 +0.0 0.545223712266115 0.5340137092711866 0.22305096465038826 0.43199067528785523 +0.0 0.5897086089087704 0.5755876300099643 0.21693502463147268 0.4991207335213629 diff --git a/datasets/labels/train/out11_aug_5.txt b/datasets/labels/train/out11_aug_5.txt new file mode 100644 index 0000000..23fe36d --- /dev/null +++ b/datasets/labels/train/out11_aug_5.txt @@ -0,0 +1,4 @@ +0.0 0.6365875817644773 0.40610736384053997 0.17975535517370445 0.3499986314049198 +0.0 0.6124594313053674 0.42303898364023373 0.18209145901800228 0.3475035578274519 +0.0 0.4593752775047408 0.5490381719762663 0.19172018605511065 0.3840835509827397 +0.0 0.4203044109995294 0.6052353072846792 0.17880426156251522 0.4562674986935549 diff --git a/datasets/labels/train/out11_aug_6.txt b/datasets/labels/train/out11_aug_6.txt new file mode 100644 index 0000000..ccdaefc --- /dev/null +++ b/datasets/labels/train/out11_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.36253198981285095 0.41025999188423157 0.17647600173950195 0.34470099210739136 +0.0 0.3868190050125122 0.4264580011367798 0.17883700132369995 0.3421339988708496 +0.0 0.5410890132188797 0.5478000044822693 0.18811902403831482 0.37843799591064453 +0.0 0.5806930065155029 0.6028050184249878 0.17450499534606934 0.45104503631591797 diff --git a/datasets/labels/train/out11_aug_7.txt b/datasets/labels/train/out11_aug_7.txt new file mode 100644 index 0000000..22e3618 --- /dev/null +++ b/datasets/labels/train/out11_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.6399432103640963 0.4232986607687818 0.18647473827411176 0.3607970448409451 +0.0 0.6152087130140347 0.4371925997347368 0.18875620243829527 0.3584554280166475 +0.0 0.4575476811523127 0.5438734593066467 0.19910426305724377 0.39558062993062615 +0.0 0.4163641292300949 0.5950813580589085 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0.6153002243335717 0.20549465814948725 0.4355971703356763 diff --git a/datasets/labels/train/out12_aug_1.txt b/datasets/labels/train/out12_aug_1.txt new file mode 100644 index 0000000..bfeb7f9 --- /dev/null +++ b/datasets/labels/train/out12_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.3717629909515381 0.3975209891796112 0.19516396522521973 0.3249559998512268 +0.0 0.39722999930381775 0.4229079931974411 0.18040698766708374 0.33003297448158264 +0.0 0.5383660197257996 0.5634679794311523 0.20373201370239258 0.38334596157073975 +0.0 0.5749710202217102 0.6108570098876953 0.19754397869110107 0.4239649772644043 diff --git a/datasets/labels/train/out12_aug_2.txt b/datasets/labels/train/out12_aug_2.txt new file mode 100644 index 0000000..bfeb7f9 --- /dev/null +++ b/datasets/labels/train/out12_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.3717629909515381 0.3975209891796112 0.19516396522521973 0.3249559998512268 +0.0 0.39722999930381775 0.4229079931974411 0.18040698766708374 0.33003297448158264 +0.0 0.5383660197257996 0.5634679794311523 0.20373201370239258 0.38334596157073975 +0.0 0.5749710202217102 0.6108570098876953 0.19754397869110107 0.4239649772644043 diff --git a/datasets/labels/train/out12_aug_3.txt b/datasets/labels/train/out12_aug_3.txt new file mode 100644 index 0000000..ce38e2d --- /dev/null +++ b/datasets/labels/train/out12_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.6379408733009759 0.4516415739723558 0.2313952930697426 0.3949032214796578 +0.0 0.609907225551438 0.4661505637484738 0.2176641919879584 0.39392565237153654 +0.0 0.4545639533697817 0.5464289347216675 0.24715791626208833 0.45522456848915704 +0.0 0.4128855611248491 0.5779010040945224 0.24628850406678854 0.49231079381208503 diff --git a/datasets/labels/train/out12_aug_4.txt b/datasets/labels/train/out12_aug_4.txt new file mode 100644 index 0000000..f6e56c5 --- /dev/null +++ b/datasets/labels/train/out12_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.614587352060415 0.3551645512172958 0.22696962695936607 0.3861954525936405 +0.0 0.5923815922268458 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0.3975209891796112 0.19516396522521973 0.3249559998512268 +0.0 0.6027700006961823 0.4229079931974411 0.18040698766708374 0.33003297448158264 +0.0 0.46163398027420044 0.5634679794311523 0.20373201370239258 0.38334596157073975 +0.0 0.4250289797782898 0.6108570098876953 0.19754397869110107 0.4239649772644043 diff --git a/datasets/labels/train/out12_aug_7.txt b/datasets/labels/train/out12_aug_7.txt new file mode 100644 index 0000000..bfeb7f9 --- /dev/null +++ b/datasets/labels/train/out12_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.3717629909515381 0.3975209891796112 0.19516396522521973 0.3249559998512268 +0.0 0.39722999930381775 0.4229079931974411 0.18040698766708374 0.33003297448158264 +0.0 0.5383660197257996 0.5634679794311523 0.20373201370239258 0.38334596157073975 +0.0 0.5749710202217102 0.6108570098876953 0.19754397869110107 0.4239649772644043 diff --git a/datasets/labels/train/out12_aug_8.txt b/datasets/labels/train/out12_aug_8.txt new file mode 100644 index 0000000..bfeb7f9 --- /dev/null +++ b/datasets/labels/train/out12_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.3717629909515381 0.3975209891796112 0.19516396522521973 0.3249559998512268 +0.0 0.39722999930381775 0.4229079931974411 0.18040698766708374 0.33003297448158264 +0.0 0.5383660197257996 0.5634679794311523 0.20373201370239258 0.38334596157073975 +0.0 0.5749710202217102 0.6108570098876953 0.19754397869110107 0.4239649772644043 diff --git a/datasets/labels/train/out12_aug_9.txt b/datasets/labels/train/out12_aug_9.txt new file mode 100644 index 0000000..bfeb7f9 --- /dev/null +++ b/datasets/labels/train/out12_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.3717629909515381 0.3975209891796112 0.19516396522521973 0.3249559998512268 +0.0 0.39722999930381775 0.4229079931974411 0.18040698766708374 0.33003297448158264 +0.0 0.5383660197257996 0.5634679794311523 0.20373201370239258 0.38334596157073975 +0.0 0.5749710202217102 0.6108570098876953 0.19754397869110107 0.4239649772644043 diff --git a/datasets/labels/train/out13.txt b/datasets/labels/train/out13.txt new file mode 100644 index 0000000..9ae0c8f --- /dev/null +++ b/datasets/labels/train/out13.txt @@ -0,0 +1,4 @@ +0 0.374785 0.388434 0.197482 0.326207 +0 0.395502 0.418090 0.200172 0.331946 +0 0.532609 0.571627 0.216315 0.386473 +0 0.566347 0.608457 0.211472 0.412302 \ No newline at end of file diff --git a/datasets/labels/train/out13_aug_0.txt b/datasets/labels/train/out13_aug_0.txt new file mode 100644 index 0000000..695455a --- /dev/null +++ b/datasets/labels/train/out13_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.36901451899295545 0.41182691229180274 0.21524160081324129 0.36045868991853547 +0.0 0.39133152600627896 0.43755358964904767 0.21824819129578438 0.36665742337588975 +0.0 0.5365651395948854 0.5653109199510282 0.23744856489837468 0.4238376530740543 +0.0 0.5722480809320571 0.5958023193100278 0.23411953381882444 0.44864871833416947 diff --git a/datasets/labels/train/out13_aug_1.txt b/datasets/labels/train/out13_aug_1.txt new file mode 100644 index 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a/datasets/labels/train/out13_aug_3.txt b/datasets/labels/train/out13_aug_3.txt new file mode 100644 index 0000000..77f1df1 --- /dev/null +++ b/datasets/labels/train/out13_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.6252149939537048 0.388434000313282 0.19748198986053467 0.3262070268392563 +0.0 0.6044979989528656 0.41808998584747314 0.20017200708389282 0.3319460153579712 +0.0 0.4673910140991211 0.5716270059347153 0.21631503105163574 0.3864729702472687 +0.0 0.43365299701690674 0.6084570288658142 0.2114720344543457 0.41230201721191406 diff --git a/datasets/labels/train/out13_aug_4.txt b/datasets/labels/train/out13_aug_4.txt new file mode 100644 index 0000000..df6eb71 --- /dev/null +++ b/datasets/labels/train/out13_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.38344569072155316 0.3619250513852083 0.21853343025299365 0.366876690420057 +0.0 0.401955785878237 0.39588211615353286 0.22159975146559518 0.37315984534489477 +0.0 0.5274108282017383 0.5782079166022328 0.24138945115494964 0.43080015274810846 +0.0 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0.21995902061462402 0.3960399627685547 diff --git a/datasets/labels/train/out14_aug_9.txt b/datasets/labels/train/out14_aug_9.txt new file mode 100644 index 0000000..6adad0a --- /dev/null +++ b/datasets/labels/train/out14_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.3822009861469269 0.3809880092740059 0.2013949751853943 0.29603002965450287 +0.0 0.4075159877538681 0.40098999440670013 0.20026996731758118 0.3040299713611603 +0.0 0.5366219878196716 0.5770080089569092 0.2165839672088623 0.40004003047943115 +0.0 0.5653129816055298 0.6130110025405884 0.21995902061462402 0.3960399627685547 diff --git a/datasets/labels/train/out1_aug_0.txt b/datasets/labels/train/out1_aug_0.txt new file mode 100644 index 0000000..c2bb7a7 --- /dev/null +++ b/datasets/labels/train/out1_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.6871190071105957 0.4095370024442673 0.08139801025390625 0.39096203446388245 +0.0 0.6430880129337311 0.4243459925055504 0.0761609673500061 0.38673098385334015 +0.0 0.4492570161819458 0.42476901412010193 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b/datasets/labels/train/out1_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.6871190071105957 0.4095370024442673 0.08139801025390625 0.39096203446388245 +0.0 0.6430880129337311 0.4243459925055504 0.0761609673500061 0.38673098385334015 +0.0 0.4492570161819458 0.42476901412010193 0.016183972358703613 0.3401879668235779 +0.0 0.41117697954177856 0.4205380082130432 0.032369017601013184 0.3266479969024658 diff --git a/datasets/labels/train/out1_aug_7.txt b/datasets/labels/train/out1_aug_7.txt new file mode 100644 index 0000000..6ead2af --- /dev/null +++ b/datasets/labels/train/out1_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.3275743050388872 0.34226561950068357 0.12539744507216166 0.41252169286237445 +0.0 0.3689063929518843 0.3730461773570788 0.11977967743915058 0.4064450961943174 +0.0 0.5584409801289255 0.44519750662090585 0.05566645610156118 0.3387241351939112 +0.0 0.5961821402928811 0.4551527666664844 0.06991131112654114 0.3314709741962732 diff --git a/datasets/labels/train/out1_aug_8.txt b/datasets/labels/train/out1_aug_8.txt new file mode 100644 index 0000000..c2bb7a7 --- /dev/null +++ b/datasets/labels/train/out1_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.6871190071105957 0.4095370024442673 0.08139801025390625 0.39096203446388245 +0.0 0.6430880129337311 0.4243459925055504 0.0761609673500061 0.38673098385334015 +0.0 0.4492570161819458 0.42476901412010193 0.016183972358703613 0.3401879668235779 +0.0 0.41117697954177856 0.4205380082130432 0.032369017601013184 0.3266479969024658 diff --git a/datasets/labels/train/out1_aug_9.txt b/datasets/labels/train/out1_aug_9.txt new file mode 100644 index 0000000..c2bb7a7 --- /dev/null +++ b/datasets/labels/train/out1_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.6871190071105957 0.4095370024442673 0.08139801025390625 0.39096203446388245 +0.0 0.6430880129337311 0.4243459925055504 0.0761609673500061 0.38673098385334015 +0.0 0.4492570161819458 0.42476901412010193 0.016183972358703613 0.3401879668235779 +0.0 0.41117697954177856 0.4205380082130432 0.032369017601013184 0.3266479969024658 diff --git a/datasets/labels/train/out2.txt b/datasets/labels/train/out2.txt new file mode 100644 index 0000000..aab3350 --- /dev/null +++ b/datasets/labels/train/out2.txt @@ -0,0 +1,4 @@ +0 0.315474 0.446183 0.075854 0.399588 +0 0.354000 0.450797 0.088231 0.404557 +0 0.551900 0.427020 0.018365 0.344228 +0 0.590626 0.427375 0.023954 0.332162 \ No newline at end of file diff --git a/datasets/labels/train/out2_aug_0.txt b/datasets/labels/train/out2_aug_0.txt new file mode 100644 index 0000000..8eddf1b --- /dev/null +++ b/datasets/labels/train/out2_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.3154740035533905 0.4461830109357834 0.07585400342941284 0.399588018655777 +0.0 0.3540000021457672 0.450796976685524 0.08823102712631226 0.4045569598674774 +0.0 0.5519000291824341 0.42702001333236694 0.018365025520324707 0.34422802925109863 +0.0 0.5906260013580322 0.4273749887943268 0.023954033851623535 0.33216196298599243 diff --git a/datasets/labels/train/out2_aug_1.txt b/datasets/labels/train/out2_aug_1.txt new file mode 100644 index 0000000..684c8cc --- /dev/null +++ b/datasets/labels/train/out2_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.6845259964466095 0.4461830109357834 0.07585400342941284 0.399588018655777 +0.0 0.6459999978542328 0.450796976685524 0.08823102712631226 0.4045569598674774 +0.0 0.4480999708175659 0.42702001333236694 0.018365025520324707 0.34422802925109863 +0.0 0.4093739986419678 0.4273749887943268 0.023954033851623535 0.33216196298599243 diff --git a/datasets/labels/train/out2_aug_2.txt b/datasets/labels/train/out2_aug_2.txt new file mode 100644 index 0000000..7c3d578 --- /dev/null +++ b/datasets/labels/train/out2_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.32050004905620494 0.406840231285038 0.10252353033410855 0.41298103647767875 +0.0 0.3584279279901402 0.4197170916952432 0.11514799086227734 0.42057887277893274 +0.0 0.5564907121894758 0.4387345438062141 0.04168566506813243 0.34564804198598587 +0.0 0.5949073019586035 0.4474268447748922 0.04641132522323943 0.33487447172634777 diff --git a/datasets/labels/train/out2_aug_3.txt b/datasets/labels/train/out2_aug_3.txt new file mode 100644 index 0000000..8eddf1b --- /dev/null +++ b/datasets/labels/train/out2_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.3154740035533905 0.4461830109357834 0.07585400342941284 0.399588018655777 +0.0 0.3540000021457672 0.450796976685524 0.08823102712631226 0.4045569598674774 +0.0 0.5519000291824341 0.42702001333236694 0.018365025520324707 0.34422802925109863 +0.0 0.5906260013580322 0.4273749887943268 0.023954033851623535 0.33216196298599243 diff --git a/datasets/labels/train/out2_aug_4.txt b/datasets/labels/train/out2_aug_4.txt new file mode 100644 index 0000000..adcc796 --- /dev/null +++ b/datasets/labels/train/out2_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.3233394634541721 0.3910279416033582 0.11307374674114323 0.4167316204967093 +0.0 0.3608585184123516 0.4072543840593018 0.12574611750906434 0.4253801609269321 +0.0 0.5581404554282792 0.4438237698506218 0.05111642774380032 0.3447534287062221 +0.0 0.5962651026103432 0.4559142361233656 0.05546611647074773 0.3345585505540013 diff --git a/datasets/labels/train/out2_aug_5.txt b/datasets/labels/train/out2_aug_5.txt new file mode 100644 index 0000000..412c71e --- /dev/null +++ b/datasets/labels/train/out2_aug_5.txt @@ -0,0 +1,4 @@ +0.0 0.31447276107038 0.4584637002297349 0.08418985791916228 0.40434249908269937 +0.0 0.3530687816243696 0.460518273264274 0.09666257349210788 0.4101291869902127 +0.0 0.5503317745757554 0.42362732034148387 0.02557873906872532 0.3452067173914029 +0.0 0.5890382188101315 0.42141260215857124 0.030910546121444282 0.3335198849975544 diff --git a/datasets/labels/train/out2_aug_6.txt b/datasets/labels/train/out2_aug_6.txt new file mode 100644 index 0000000..4832e1f --- /dev/null +++ b/datasets/labels/train/out2_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.6796105884356899 0.407516635851295 0.10206999552956741 0.41279903491207104 +0.0 0.6416674462591373 0.4202505889961931 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0.10295712858930917 0.4131534741433579 +0.0 0.641480204325038 0.41920687643038673 0.115584148906832 0.4207943658933716 +0.0 0.44343952007229537 0.4389383239865938 0.04207082811625518 0.3456284906876172 +0.0 0.40503292437067084 0.44776910242109436 0.046781443514686494 0.33487790714855836 diff --git a/datasets/labels/train/out2_aug_9.txt b/datasets/labels/train/out2_aug_9.txt new file mode 100644 index 0000000..9dc8d0e --- /dev/null +++ b/datasets/labels/train/out2_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.6831184690628311 0.4326818898435473 0.0850713490509808 0.40481599463701884 +0.0 0.6447325130608849 0.4401203170222927 0.09755323837170016 0.4106893598893661 +0.0 0.4464489877808372 0.430892524447943 0.02634545165984059 0.3452826599603431 +0.0 0.4077642964561249 0.43409027557986934 0.031649408963272785 0.33363720529456425 diff --git a/datasets/labels/train/out3.txt b/datasets/labels/train/out3.txt new file mode 100644 index 0000000..2ee14f8 --- /dev/null +++ b/datasets/labels/train/out3.txt @@ -0,0 +1,4 @@ +0 0.307673 0.440968 0.085644 0.388119 +0 0.349257 0.447129 0.077723 0.403960 +0 0.544802 0.429087 0.019307 0.343234 +0 0.583663 0.422486 0.018812 0.321232 \ No newline at end of file diff --git a/datasets/labels/train/out3_aug_0.txt b/datasets/labels/train/out3_aug_0.txt new file mode 100644 index 0000000..12be31e --- /dev/null +++ b/datasets/labels/train/out3_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.3048834243360887 0.4916997123217537 0.11670591207360986 0.4062381468915985 +0.0 0.34652641782716737 0.4869630035774217 0.11017591125015014 0.4198450199191361 +0.0 0.5384743844539717 0.41818283690620534 0.04738565928649641 0.3445589413401665 +0.0 0.5763719973987699 0.40153109364443007 0.045082668564868866 0.3226653765096128 diff --git a/datasets/labels/train/out3_aug_1.txt b/datasets/labels/train/out3_aug_1.txt new file mode 100644 index 0000000..1c19322 --- /dev/null +++ b/datasets/labels/train/out3_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.30767300724983215 0.44096801429986954 0.08564400672912598 0.38811902701854706 +0.0 0.3492569923400879 0.4471290111541748 0.07772302627563477 0.4039599895477295 +0.0 0.5448020100593567 0.4290870130062103 0.01930701732635498 0.34323400259017944 +0.0 0.5836629867553711 0.42248600721359253 0.018811941146850586 0.3212319612503052 diff --git a/datasets/labels/train/out3_aug_2.txt b/datasets/labels/train/out3_aug_2.txt new file mode 100644 index 0000000..6f57352 --- /dev/null +++ b/datasets/labels/train/out3_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.3204770534507303 0.3638659948662114 0.13358757427700352 0.4127408475925507 +0.0 0.3601473246744029 0.3868748289453577 0.1279298300866239 0.4249159171912481 +0.0 0.5527792177837669 0.44932020099514836 0.06322074695306523 0.34192022109591935 +0.0 0.5914516225112914 0.45879551968045684 0.05989077493656014 0.32030619268529886 diff --git a/datasets/labels/train/out3_aug_3.txt b/datasets/labels/train/out3_aug_3.txt new file mode 100644 index 0000000..7f24d6c --- /dev/null +++ b/datasets/labels/train/out3_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.6923270225524902 0.44096801429986954 0.08564400672912598 0.38811902701854706 +0.0 0.6507430076599121 0.4471290111541748 0.07772302627563477 0.4039599895477295 +0.0 0.4551979899406433 0.4290870130062103 0.01930701732635498 0.34323400259017944 +0.0 0.4163370132446289 0.42248600721359253 0.018811941146850586 0.3212319612503052 diff --git a/datasets/labels/train/out3_aug_4.txt b/datasets/labels/train/out3_aug_4.txt new file mode 100644 index 0000000..bf60e46 --- /dev/null +++ b/datasets/labels/train/out3_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.3077550199056522 0.44012966861248226 0.0861791571521513 0.38849125771815607 +0.0 0.34933038088380486 0.4464719482540555 0.07828005303582874 0.4042976380610662 +0.0 0.5448996993889582 0.42928255778476254 0.01978044860542627 0.343317146748519 +0.0 0.5837696652710729 0.4228510011592407 0.01925502222478781 0.3213130130993754 diff --git a/datasets/labels/train/out3_aug_5.txt b/datasets/labels/train/out3_aug_5.txt new file mode 100644 index 0000000..f66da5c --- /dev/null +++ b/datasets/labels/train/out3_aug_5.txt @@ -0,0 +1,4 @@ +0.0 0.694987051040721 0.4848796654124651 0.11268299672731719 0.4043159077665847 +0.0 0.6532996832552348 0.4815997868813253 0.10595809121263633 0.4182397368478185 +0.0 0.46062797982760795 0.4195438001454257 0.043676180149946064 0.3448135463449391 +0.0 0.4225534914986306 0.40422025229018466 0.041612972515940205 0.32287794268128195 diff --git a/datasets/labels/train/out3_aug_6.txt b/datasets/labels/train/out3_aug_6.txt new file mode 100644 index 0000000..1c19322 --- /dev/null +++ b/datasets/labels/train/out3_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.30767300724983215 0.44096801429986954 0.08564400672912598 0.38811902701854706 +0.0 0.3492569923400879 0.4471290111541748 0.07772302627563477 0.4039599895477295 +0.0 0.5448020100593567 0.4290870130062103 0.01930701732635498 0.34323400259017944 +0.0 0.5836629867553711 0.42248600721359253 0.018811941146850586 0.3212319612503052 diff --git a/datasets/labels/train/out3_aug_7.txt b/datasets/labels/train/out3_aug_7.txt new file mode 100644 index 0000000..1c19322 --- /dev/null +++ b/datasets/labels/train/out3_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.30767300724983215 0.44096801429986954 0.08564400672912598 0.38811902701854706 +0.0 0.3492569923400879 0.4471290111541748 0.07772302627563477 0.4039599895477295 +0.0 0.5448020100593567 0.4290870130062103 0.01930701732635498 0.34323400259017944 +0.0 0.5836629867553711 0.42248600721359253 0.018811941146850586 0.3212319612503052 diff --git a/datasets/labels/train/out3_aug_8.txt b/datasets/labels/train/out3_aug_8.txt new file mode 100644 index 0000000..7f24d6c --- /dev/null +++ b/datasets/labels/train/out3_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.6923270225524902 0.44096801429986954 0.08564400672912598 0.38811902701854706 +0.0 0.6507430076599121 0.4471290111541748 0.07772302627563477 0.4039599895477295 +0.0 0.4551979899406433 0.4290870130062103 0.01930701732635498 0.34323400259017944 +0.0 0.4163370132446289 0.42248600721359253 0.018811941146850586 0.3212319612503052 diff --git a/datasets/labels/train/out3_aug_9.txt b/datasets/labels/train/out3_aug_9.txt new file mode 100644 index 0000000..7f24d6c --- /dev/null +++ b/datasets/labels/train/out3_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.6923270225524902 0.44096801429986954 0.08564400672912598 0.38811902701854706 +0.0 0.6507430076599121 0.4471290111541748 0.07772302627563477 0.4039599895477295 +0.0 0.4551979899406433 0.4290870130062103 0.01930701732635498 0.34323400259017944 +0.0 0.4163370132446289 0.42248600721359253 0.018811941146850586 0.3212319612503052 diff --git a/datasets/labels/train/out4.txt b/datasets/labels/train/out4.txt new file mode 100644 index 0000000..6315d73 --- /dev/null +++ b/datasets/labels/train/out4.txt @@ -0,0 +1,4 @@ +0 0.311180 0.441401 0.097772 0.374771 +0 0.347071 0.446168 0.086221 0.382838 +0 0.551114 0.441768 0.023515 0.341768 +0 0.586180 0.446901 0.017739 0.341768 \ No newline at end of file diff --git a/datasets/labels/train/out4_aug_0.txt b/datasets/labels/train/out4_aug_0.txt new file mode 100644 index 0000000..1a9b4f0 --- /dev/null +++ b/datasets/labels/train/out4_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.30861514871224976 0.48124280751698795 0.12186095298782318 0.39259593700954387 +0.0 0.344572622750839 0.4784807812891987 0.1109230124458736 0.3981945964142169 +0.0 0.5469119164830242 0.43149581738270915 0.045937219762906434 0.3443125523183928 +0.0 0.582074242919731 0.4292695742992388 0.040201284857027675 0.34310616125870286 diff --git a/datasets/labels/train/out4_aug_1.txt b/datasets/labels/train/out4_aug_1.txt new file mode 100644 index 0000000..04c8e25 --- /dev/null +++ b/datasets/labels/train/out4_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.3137474935705657 0.41951775806930175 0.11138359002485221 0.3853611222618415 +0.0 0.349385447706825 0.4284580469171052 0.10015494331510233 0.3920643590056481 +0.0 0.5531516974484036 0.44785127425585347 0.03606917311981528 0.34377357868945585 +0.0 0.5879528808491497 0.45706060823063754 0.030305671029393744 0.3431002623063548 diff --git a/datasets/labels/train/out4_aug_2.txt b/datasets/labels/train/out4_aug_2.txt new file mode 100644 index 0000000..0250027 --- /dev/null +++ b/datasets/labels/train/out4_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.6888200044631958 0.44140100479125977 0.09777200222015381 0.37477099895477295 +0.0 0.6529290080070496 0.4461680054664612 0.08622097969055176 0.38283801078796387 +0.0 0.448885977268219 0.44176799058914185 0.023514986038208008 0.3417680263519287 +0.0 0.4138200283050537 0.44690099358558655 0.017739057540893555 0.34176796674728394 diff --git a/datasets/labels/train/out4_aug_3.txt b/datasets/labels/train/out4_aug_3.txt new file mode 100644 index 0000000..d368329 --- /dev/null +++ b/datasets/labels/train/out4_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.3111799955368042 0.44140100479125977 0.09777200222015381 0.37477099895477295 +0.0 0.34707099199295044 0.4461680054664612 0.08622097969055176 0.38283801078796387 +0.0 0.551114022731781 0.44176799058914185 0.023514986038208008 0.3417680263519287 +0.0 0.5861799716949463 0.44690099358558655 0.017739057540893555 0.34176796674728394 diff --git a/datasets/labels/train/out4_aug_4.txt b/datasets/labels/train/out4_aug_4.txt new file mode 100644 index 0000000..d368329 --- /dev/null +++ b/datasets/labels/train/out4_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.3111799955368042 0.44140100479125977 0.09777200222015381 0.37477099895477295 +0.0 0.34707099199295044 0.4461680054664612 0.08622097969055176 0.38283801078796387 +0.0 0.551114022731781 0.44176799058914185 0.023514986038208008 0.3417680263519287 +0.0 0.5861799716949463 0.44690099358558655 0.017739057540893555 0.34176796674728394 diff --git a/datasets/labels/train/out4_aug_5.txt b/datasets/labels/train/out4_aug_5.txt new file mode 100644 index 0000000..0250027 --- /dev/null +++ b/datasets/labels/train/out4_aug_5.txt @@ -0,0 +1,4 @@ +0.0 0.6888200044631958 0.44140100479125977 0.09777200222015381 0.37477099895477295 +0.0 0.6529290080070496 0.4461680054664612 0.08622097969055176 0.38283801078796387 +0.0 0.448885977268219 0.44176799058914185 0.023514986038208008 0.3417680263519287 +0.0 0.4138200283050537 0.44690099358558655 0.017739057540893555 0.34176796674728394 diff --git a/datasets/labels/train/out4_aug_6.txt b/datasets/labels/train/out4_aug_6.txt new file mode 100644 index 0000000..d368329 --- /dev/null +++ b/datasets/labels/train/out4_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.3111799955368042 0.44140100479125977 0.09777200222015381 0.37477099895477295 +0.0 0.34707099199295044 0.4461680054664612 0.08622097969055176 0.38283801078796387 +0.0 0.551114022731781 0.44176799058914185 0.023514986038208008 0.3417680263519287 +0.0 0.5861799716949463 0.44690099358558655 0.017739057540893555 0.34176796674728394 diff --git a/datasets/labels/train/out4_aug_7.txt b/datasets/labels/train/out4_aug_7.txt new file mode 100644 index 0000000..d368329 --- /dev/null +++ b/datasets/labels/train/out4_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.3111799955368042 0.44140100479125977 0.09777200222015381 0.37477099895477295 +0.0 0.34707099199295044 0.4461680054664612 0.08622097969055176 0.38283801078796387 +0.0 0.551114022731781 0.44176799058914185 0.023514986038208008 0.3417680263519287 +0.0 0.5861799716949463 0.44690099358558655 0.017739057540893555 0.34176796674728394 diff --git a/datasets/labels/train/out4_aug_8.txt b/datasets/labels/train/out4_aug_8.txt new file mode 100644 index 0000000..40e7fe0 --- /dev/null +++ b/datasets/labels/train/out4_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.6916094296356203 0.4910562216901352 0.12751268249639836 0.3961386429925841 +0.0 0.6557116669422702 0.4864530577908904 0.11674826402298943 0.40111994420269015 +0.0 0.45421809822074344 0.42912073536397727 0.05134059358368759 0.3442088346593434 +0.0 0.41910646720664 0.42509387152870803 0.04562659625854154 0.3427090638824657 diff --git a/datasets/labels/train/out4_aug_9.txt b/datasets/labels/train/out4_aug_9.txt new file mode 100644 index 0000000..8f1b88f --- /dev/null +++ b/datasets/labels/train/out4_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.30836240616806787 0.4932267222230838 0.12874783947875196 0.39687742825653627 +0.0 0.34424294312082837 0.48821704547939093 0.11802298931759175 0.40172168864881996 +0.0 0.5455269507640383 0.42860361220065835 0.0525293862750249 0.34414731055136616 +0.0 0.5806234373758374 0.4241791281690322 0.04682087948180991 0.34258284910156045 diff --git a/datasets/labels/train/out5.txt b/datasets/labels/train/out5.txt new file mode 100644 index 0000000..9ef63c6 --- /dev/null +++ b/datasets/labels/train/out5.txt @@ -0,0 +1,4 @@ +0 0.300021 0.465759 0.093853 0.411624 +0 0.341533 0.467134 0.100557 0.419875 +0 0.535169 0.471718 0.036097 0.366703 +0 0.574103 0.468968 0.031456 0.353869 \ No newline at end of file diff --git a/datasets/labels/train/out5_aug_0.txt b/datasets/labels/train/out5_aug_0.txt new file mode 100644 index 0000000..765550a --- /dev/null +++ b/datasets/labels/train/out5_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.6999790072441101 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.6584669947624207 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.46483099460601807 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.4258970022201538 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_1.txt b/datasets/labels/train/out5_aug_1.txt new file mode 100644 index 0000000..765550a --- /dev/null +++ b/datasets/labels/train/out5_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.6999790072441101 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.6584669947624207 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.46483099460601807 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.4258970022201538 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_2.txt b/datasets/labels/train/out5_aug_2.txt new file mode 100644 index 0000000..4ab418a --- /dev/null +++ b/datasets/labels/train/out5_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.29935613169260744 0.5181829838023497 0.12674334350625938 0.43161787535956514 +0.0 0.3405339954969119 0.5087374931304535 0.13405462758938996 0.4415250194993217 +0.0 0.5324606343485194 0.4628682577239208 0.06591011384253037 0.3721470381352759 +0.0 0.5707485227523283 0.4500132889480617 0.06026205205419277 0.3582432674549781 diff --git a/datasets/labels/train/out5_aug_3.txt b/datasets/labels/train/out5_aug_3.txt new file mode 100644 index 0000000..522e251 --- /dev/null +++ b/datasets/labels/train/out5_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.3000209927558899 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.34153300523757935 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.5351690053939819 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.5741029977798462 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_4.txt b/datasets/labels/train/out5_aug_4.txt new file mode 100644 index 0000000..522e251 --- /dev/null +++ b/datasets/labels/train/out5_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.3000209927558899 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.34153300523757935 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.5351690053939819 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.5741029977798462 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_5.txt b/datasets/labels/train/out5_aug_5.txt new file mode 100644 index 0000000..522e251 --- /dev/null +++ b/datasets/labels/train/out5_aug_5.txt @@ -0,0 +1,4 @@ +0.0 0.3000209927558899 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.34153300523757935 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.5351690053939819 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.5741029977798462 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_6.txt b/datasets/labels/train/out5_aug_6.txt new file mode 100644 index 0000000..765550a --- /dev/null +++ b/datasets/labels/train/out5_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.6999790072441101 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.6584669947624207 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.46483099460601807 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.4258970022201538 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_7.txt b/datasets/labels/train/out5_aug_7.txt new file mode 100644 index 0000000..765550a --- /dev/null +++ b/datasets/labels/train/out5_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.6999790072441101 0.4657590091228485 0.09385299682617188 0.411624014377594 +0.0 0.6584669947624207 0.4671339988708496 0.10055696964263916 0.41987502574920654 +0.0 0.46483099460601807 0.4717180132865906 0.036097049713134766 0.3667030334472656 +0.0 0.4258970022201538 0.468968003988266 0.03145599365234375 0.3538690209388733 diff --git a/datasets/labels/train/out5_aug_8.txt b/datasets/labels/train/out5_aug_8.txt new file mode 100644 index 0000000..8b69128 --- /dev/null +++ b/datasets/labels/train/out5_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.7001492046974868 0.5309388637429029 0.13436849910122461 0.43509179389307 +0.0 0.6591879010641748 0.5188791628243179 0.1418042974528272 0.4453713421018052 +0.0 0.4683077697991429 0.46082649030538936 0.07298225912902218 0.37225892656134957 +0.0 0.4303032355015519 0.4455433932760733 0.06710652697981134 0.35813918616525314 diff --git a/datasets/labels/train/out5_aug_9.txt b/datasets/labels/train/out5_aug_9.txt new file mode 100644 index 0000000..ca4c03a --- /dev/null +++ b/datasets/labels/train/out5_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.695640808069292 0.41877974342112745 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0.12430000305175781 0.3826470375061035 +0.0 0.5346530079841614 0.45893698930740356 0.060266971588134766 0.355862021446228 +0.0 0.5677459836006165 0.5225519984960556 0.06726205348968506 0.3797769844532013 diff --git a/datasets/labels/train/out6_aug_1.txt b/datasets/labels/train/out6_aug_1.txt new file mode 100644 index 0000000..8547fcb --- /dev/null +++ b/datasets/labels/train/out6_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.2978909909725189 0.4685029983520508 0.12483900785446167 0.4056060314178467 +0.0 0.34120699763298035 0.4685029983520508 0.12430000305175781 0.3826470375061035 +0.0 0.5346530079841614 0.45893698930740356 0.060266971588134766 0.355862021446228 +0.0 0.5677459836006165 0.5225519984960556 0.06726205348968506 0.3797769844532013 diff --git a/datasets/labels/train/out6_aug_2.txt b/datasets/labels/train/out6_aug_2.txt new file mode 100644 index 0000000..e09fc4f --- /dev/null +++ b/datasets/labels/train/out6_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.7021090090274811 0.4685029983520508 0.12483900785446167 0.4056060314178467 +0.0 0.6587929725646973 0.4685029983520508 0.12430000305175781 0.3826470375061035 +0.0 0.4653469920158386 0.45893698930740356 0.060266971588134766 0.355862021446228 +0.0 0.43225401639938354 0.5225519984960556 0.06726205348968506 0.3797769844532013 diff --git a/datasets/labels/train/out6_aug_3.txt b/datasets/labels/train/out6_aug_3.txt new file mode 100644 index 0000000..157434c --- /dev/null +++ b/datasets/labels/train/out6_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.6953661747382688 0.4027244634766348 0.1648060695809177 0.4396013358403818 +0.0 0.6527943987395282 0.4169381168017267 0.16189260780095738 0.4168599575007518 +0.0 0.4616790351782921 0.4710135193934616 0.0961788432057113 0.3695234700969698 +0.0 0.4357594965554371 0.5443945640090302 0.10553670664225795 0.3953228785502444 diff --git a/datasets/labels/train/out6_aug_4.txt b/datasets/labels/train/out6_aug_4.txt new file mode 100644 index 0000000..13a767c --- /dev/null +++ b/datasets/labels/train/out6_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.2977953945486245 0.5294941531357142 0.1614966854402046 0.4372018852561128 +0.0 0.3404920961083634 0.5165190412113181 0.15878937839026042 0.41440968821580726 +0.0 0.5302656890561374 0.44914393224044774 0.09313321955060577 0.3688268254519945 +0.0 0.568914828378449 0.5019365642445529 0.10229490364116667 0.39449521214399225 diff --git a/datasets/labels/train/out6_aug_5.txt b/datasets/labels/train/out6_aug_5.txt new file mode 100644 index 0000000..8547fcb --- /dev/null +++ b/datasets/labels/train/out6_aug_5.txt @@ -0,0 +1,4 @@ +0.0 0.2978909909725189 0.4685029983520508 0.12483900785446167 0.4056060314178467 +0.0 0.34120699763298035 0.4685029983520508 0.12430000305175781 0.3826470375061035 +0.0 0.5346530079841614 0.45893698930740356 0.060266971588134766 0.355862021446228 +0.0 0.5677459836006165 0.5225519984960556 0.06726205348968506 0.3797769844532013 diff --git a/datasets/labels/train/out6_aug_6.txt b/datasets/labels/train/out6_aug_6.txt new file mode 100644 index 0000000..e09fc4f --- /dev/null +++ b/datasets/labels/train/out6_aug_6.txt @@ -0,0 +1,4 @@ +0.0 0.7021090090274811 0.4685029983520508 0.12483900785446167 0.4056060314178467 +0.0 0.6587929725646973 0.4685029983520508 0.12430000305175781 0.3826470375061035 +0.0 0.4653469920158386 0.45893698930740356 0.060266971588134766 0.355862021446228 +0.0 0.43225401639938354 0.5225519984960556 0.06726205348968506 0.3797769844532013 diff --git a/datasets/labels/train/out6_aug_7.txt b/datasets/labels/train/out6_aug_7.txt new file mode 100644 index 0000000..64b816e --- /dev/null +++ b/datasets/labels/train/out6_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.30046354445638856 0.43474928820563646 0.14580461929225333 0.4247331277912104 +0.0 0.34358639371172695 0.4420134859753916 0.14404976599390668 0.4017861216466363 +0.0 0.5366773700710915 0.46493149221578883 0.0788810058016256 0.36438205467202656 +0.0 0.5662472305032549 0.5338125964845783 0.0871138725743793 0.3893634665442555 diff --git a/datasets/labels/train/out6_aug_8.txt b/datasets/labels/train/out6_aug_8.txt new file mode 100644 index 0000000..fafbd2d --- /dev/null +++ b/datasets/labels/train/out6_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.7028838769950205 0.500497530145391 0.14458416932227391 0.423693033147098 +0.0 0.6597385759933807 0.49366706446099745 0.14290177742491716 0.4007395397525718 +0.0 0.4675323710859559 0.45363444344710524 0.07778473352986542 0.363962790668298 +0.0 0.4313958403915661 0.51178030560344 0.08594545204680254 0.3888865379089896 diff --git a/datasets/labels/train/out6_aug_9.txt b/datasets/labels/train/out6_aug_9.txt new file mode 100644 index 0000000..69bc07d --- /dev/null +++ b/datasets/labels/train/out6_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.6941944240563709 0.3955720632323275 0.16892610768360183 0.4424662524729302 +0.0 0.6517968528312963 0.4113457685280824 0.16575318319321541 0.419797796106114 +0.0 0.4613504639973338 0.47242671115516466 0.09999171115784161 0.3702628439525892 +0.0 0.43628894412178587 0.5467437768580486 0.10959396659630355 0.3962180051279162 diff --git a/datasets/labels/train/out7.txt b/datasets/labels/train/out7.txt new file mode 100644 index 0000000..2cbd4ce --- /dev/null +++ b/datasets/labels/train/out7.txt @@ -0,0 +1,4 @@ +0 0.298106 0.453484 0.148515 0.398909 +0 0.336849 0.462572 0.144210 0.403693 +0 0.519264 0.528579 0.106543 0.424738 +0 0.564195 0.543407 0.103853 0.435261 \ No newline at end of file diff --git a/datasets/labels/train/out7_aug_0.txt b/datasets/labels/train/out7_aug_0.txt new file mode 100644 index 0000000..f9cce9f --- /dev/null +++ b/datasets/labels/train/out7_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.3002252958625685 0.43032859132610907 0.16274005357305105 0.41517614487672116 +0.0 0.3385557074579205 0.44385973041735116 0.15861843312389418 0.4194543133602137 +0.0 0.5181820205314112 0.5307376691074123 0.1217974794559401 0.43611674620111934 +0.0 0.5624782737104879 0.550709485945652 0.11949662498884639 0.4463078710993479 diff --git a/datasets/labels/train/out7_aug_1.txt b/datasets/labels/train/out7_aug_1.txt new file mode 100644 index 0000000..3b660b4 --- /dev/null +++ b/datasets/labels/train/out7_aug_1.txt @@ -0,0 +1,4 @@ +0.0 0.7020964979472506 0.4563517666327426 0.1503021545424248 0.40100471681229516 +0.0 0.6633138907871599 0.4648894526236048 0.1460187767456056 0.4057274938017437 +0.0 0.48060828414813006 0.5283045805295249 0.10844753551944303 0.4262370052369106 +0.0 0.43561208480077007 0.5424942641100092 0.10580487375237974 0.43672153059460633 diff --git a/datasets/labels/train/out7_aug_2.txt b/datasets/labels/train/out7_aug_2.txt new file mode 100644 index 0000000..ade54ab --- /dev/null +++ b/datasets/labels/train/out7_aug_2.txt @@ -0,0 +1,4 @@ +0.0 0.6966540112424384 0.4063834731120205 0.1769096943158781 0.430347487192962 +0.0 0.6589285707323187 0.4245085489483559 0.17299877602750235 0.434076381461834 +0.0 0.4830334608191956 0.532860712540656 0.13723018617212634 0.4460723198925429 +0.0 0.43960185069877566 0.5581314772409103 0.13534735355233335 0.45586975820012043 diff --git a/datasets/labels/train/out7_aug_3.txt b/datasets/labels/train/out7_aug_3.txt new file mode 100644 index 0000000..d33c804 --- /dev/null +++ b/datasets/labels/train/out7_aug_3.txt @@ -0,0 +1,4 @@ +0.0 0.6931979259511714 0.3858843483331065 0.18858373081722035 0.44194181821553835 +0.0 0.6561410078142508 0.40794161676595025 0.18487097646383366 0.4451784128100208 +0.0 0.4841555859359534 0.5345859722110916 0.15015308446457065 0.4530658311685305 +0.0 0.4416400340775495 0.564375995198172 0.14864135222053493 0.4624836597170458 diff --git a/datasets/labels/train/out7_aug_4.txt b/datasets/labels/train/out7_aug_4.txt new file mode 100644 index 0000000..c6249bc --- /dev/null +++ b/datasets/labels/train/out7_aug_4.txt @@ -0,0 +1,4 @@ +0.0 0.29810601472854614 0.4534839987754822 0.148514986038208 0.39890897274017334 +0.0 0.33684900403022766 0.46257200837135315 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0.148514986038208 0.39890897274017334 +0.0 0.66315096616745 0.46257200837135315 0.14420998096466064 0.4036930203437805 +0.0 0.48073604702949524 0.528578981757164 0.10654300451278687 0.42473796010017395 +0.0 0.4358050227165222 0.5434070229530334 0.10385298728942871 0.4352610111236572 diff --git a/datasets/labels/train/out7_aug_7.txt b/datasets/labels/train/out7_aug_7.txt new file mode 100644 index 0000000..e9966c5 --- /dev/null +++ b/datasets/labels/train/out7_aug_7.txt @@ -0,0 +1,4 @@ +0.0 0.2971714113519252 0.46888303499252126 0.1579793205998332 0.40984002924484003 +0.0 0.33609764034354933 0.4750158570537194 0.1537933926825511 0.4142922492394647 +0.0 0.5199341230729767 0.5270875580981137 0.11666735499672765 0.4324528939468286 +0.0 0.5651808481285409 0.5384844830466601 0.11423308339292526 0.4427617035404347 diff --git a/datasets/labels/train/out7_aug_8.txt b/datasets/labels/train/out7_aug_8.txt new file mode 100644 index 0000000..0d62fa9 --- /dev/null +++ b/datasets/labels/train/out7_aug_8.txt @@ -0,0 +1,4 @@ +0.0 0.2974838259678807 0.5369931971180405 0.19599375216570997 0.44880735008729244 +0.0 0.33636706000489736 0.530051679432652 0.19242019098507426 0.45170975847239536 +0.0 0.5224358760485097 0.5199681186107473 0.1584694508786162 0.45684528266608987 +0.0 0.5680824626419981 0.5160922220934182 0.15720786053603591 0.4659920083396097 diff --git a/datasets/labels/train/out7_aug_9.txt b/datasets/labels/train/out7_aug_9.txt new file mode 100644 index 0000000..89725ea --- /dev/null +++ b/datasets/labels/train/out7_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.7035322662946436 0.4919668421741228 0.17156348570183133 0.4247548584286412 +0.0 0.6644651801314901 0.4936691581098989 0.16756949846816727 0.4286967731284609 +0.0 0.47913381555475576 0.5247698505334932 0.13137716482627554 0.44249173523666746 +0.0 0.4335701025775208 0.5310081795681796 0.1293327241973516 0.4524457417613755 diff --git a/datasets/labels/train/out8.txt b/datasets/labels/train/out8.txt new file mode 100644 index 0000000..70906ef --- /dev/null +++ b/datasets/labels/train/out8.txt @@ -0,0 +1,4 @@ +0 0.315073 0.442650 0.158286 0.387934 +0 0.354807 0.450756 0.158286 0.394882 +0 0.536868 0.527763 0.143304 0.396040 +0 0.577905 0.568873 0.139396 0.457414 \ No newline at end of file diff --git a/datasets/labels/train/out8_aug_0.txt b/datasets/labels/train/out8_aug_0.txt new file mode 100644 index 0000000..f8a510e --- /dev/null +++ b/datasets/labels/train/out8_aug_0.txt @@ -0,0 +1,4 @@ +0.0 0.6849269866943359 0.4426499977707863 0.1582859754562378 0.38793401420116425 +0.0 0.6451930105686188 0.4507560133934021 0.15828603506088257 0.3948819637298584 +0.0 0.46313202381134033 0.5277630090713501 0.1433039903640747 0.3960399627685547 +0.0 0.42209500074386597 0.5688729882240295 0.13939595222473145 0.45741403102874756 diff --git a/datasets/labels/train/out8_aug_1.txt b/datasets/labels/train/out8_aug_1.txt new file mode 100644 index 0000000..fb19826 --- /dev/null +++ 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a/datasets/labels/train/out9_aug_9.txt b/datasets/labels/train/out9_aug_9.txt new file mode 100644 index 0000000..495ced5 --- /dev/null +++ b/datasets/labels/train/out9_aug_9.txt @@ -0,0 +1,4 @@ +0.0 0.65916838651516 0.4234500647308722 0.16700802897301403 0.3757869711787741 +0.0 0.6242488946404605 0.4283925114728471 0.17369418572447104 0.363900697700814 +0.0 0.458870137139361 0.5402910988216201 0.14814353529051244 0.4070853299741642 +0.0 0.40911304178187 0.5781565126174757 0.15483113106712204 0.45787601857297505 diff --git a/datasets/labels/val.cache b/datasets/labels/val.cache new file mode 100644 index 0000000..5c76171 Binary files /dev/null and b/datasets/labels/val.cache differ diff --git a/datasets/labels/val/out15.txt b/datasets/labels/val/out15.txt new file mode 100644 index 0000000..308637d --- /dev/null +++ b/datasets/labels/val/out15.txt @@ -0,0 +1,4 @@ +0 0.408247 0.369687 0.205333 0.275028 +0 0.427374 0.398190 0.205333 0.292029 +0 0.548324 0.587209 0.237961 0.380038 +0 0.574539 0.625413 0.237961 0.388039 \ No newline at end of file diff --git a/datasets/labels/val/out16.txt b/datasets/labels/val/out16.txt new file mode 100644 index 0000000..3af2a45 --- /dev/null +++ b/datasets/labels/val/out16.txt @@ -0,0 +1,4 @@ +0 0.407178 0.367208 0.214521 0.275028 +0 0.424969 0.390585 0.217100 0.275944 +0 0.540635 0.598597 0.250619 0.375871 +0 0.568327 0.635451 0.256291 0.379538 \ No newline at end of file diff --git a/datasets/labels/val/out17.txt b/datasets/labels/val/out17.txt new file mode 100644 index 0000000..22c13cf --- /dev/null +++ b/datasets/labels/val/out17.txt @@ -0,0 +1,4 @@ +0 0.397896 0.362440 0.224835 0.260359 +0 0.415945 0.394527 0.224835 0.271360 +0 0.520215 0.605106 0.272277 0.362120 +0 0.546875 0.656445 0.285169 0.371287 \ No newline at end of file diff --git a/datasets/labels/val/out18.txt b/datasets/labels/val/out18.txt new file mode 100644 index 0000000..f4732e7 --- /dev/null +++ b/datasets/labels/val/out18.txt @@ -0,0 +1,4 @@ +0 0.405094 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"source": [ + "## DATA AUGMENTATION USING ALBEMENTATIONS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 14/14 [00:02<00:00, 4.74it/s]\n" + ] + } + ], + "source": [ + "import os\n", + "import cv2\n", + "import albumentations as A\n", + "from tqdm import tqdm\n", + "\n", + "# ==== PATH CONFIG ====\n", + "SOURCE_IMAGE_DIR = 'datasets/images/train'\n", + "SOURCE_LABEL_DIR = 'datasets/labels/train'\n", + "\n", + "AUG_IMAGE_DIR = 'augmented_dataset/images'\n", + "AUG_LABEL_DIR = 'augmented_dataset/labels'\n", + "\n", + "os.makedirs(AUG_IMAGE_DIR, exist_ok=True)\n", + "os.makedirs(AUG_LABEL_DIR, exist_ok=True)\n", + "\n", + "# ==== AUGMENTATION PIPELINE ====\n", + "transform = A.Compose([\n", + " A.HorizontalFlip(p=0.5),\n", + " A.RandomBrightnessContrast(p=0.3),\n", + " A.Rotate(limit=15, p=0.5),\n", + " A.MotionBlur(p=0.2),\n", + " A.RandomGamma(p=0.3),\n", + "], bbox_params=A.BboxParams(format='yolo', label_fields=['class_labels']))\n", + "\n", + "# ==== HELPER FUNCTION TO LOAD YOLO LABEL ====\n", + "def load_yolo_labels(label_path):\n", + " bboxes = []\n", + " class_labels = []\n", + " if not os.path.exists(label_path):\n", + " return bboxes, class_labels\n", + " with open(label_path, 'r') as f:\n", + " for line in f.readlines():\n", + " parts = line.strip().split()\n", + " class_id = int(parts[0])\n", + " bbox = list(map(float, parts[1:]))\n", + " bboxes.append(bbox)\n", + " class_labels.append(class_id)\n", + " return bboxes, class_labels\n", + "\n", + "# ==== AUGMENT IMAGES ====\n", + "NUM_AUGS = 10 # Number of augmentations per image\n", + "\n", + "for img_file in tqdm(os.listdir(SOURCE_IMAGE_DIR)):\n", + " if not img_file.endswith(('.jpg', '.jpeg', '.png')):\n", + " continue\n", + "\n", + " img_path = os.path.join(SOURCE_IMAGE_DIR, img_file)\n", + " label_path = os.path.join(SOURCE_LABEL_DIR, os.path.splitext(img_file)[0] + '.txt')\n", + "\n", + " # Load image and bounding boxes\n", + " image = cv2.imread(img_path)\n", + " height, width = image.shape[:2]\n", + " bboxes, class_labels = load_yolo_labels(label_path)\n", + "\n", + " if not bboxes:\n", + " continue # Skip if no annotations\n", + "\n", + " # Augment multiple times\n", + " for i in range(NUM_AUGS):\n", + " augmented = transform(image=image, bboxes=bboxes, class_labels=class_labels)\n", + " aug_img = augmented['image']\n", + " aug_bboxes = augmented['bboxes']\n", + " aug_classes = augmented['class_labels']\n", + "\n", + " # === Save new image ===\n", + " new_img_name = f\"{os.path.splitext(img_file)[0]}_aug_{i}.jpg\"\n", + " cv2.imwrite(os.path.join(AUG_IMAGE_DIR, new_img_name), aug_img)\n", + "\n", + " # === Save new label ===\n", + " new_label_path = os.path.join(AUG_LABEL_DIR, f\"{os.path.splitext(img_file)[0]}_aug_{i}.txt\")\n", + " with open(new_label_path, 'w') as f:\n", + " for cls, box in zip(aug_classes, aug_bboxes):\n", + " f.write(f\"{cls} {' '.join(map(str, box))}\\n\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### TRAINING THE MODEL" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "New https://pypi.org/project/ultralytics/8.3.114 available Update with 'pip install -U ultralytics'\n", + "Ultralytics 8.3.113 Python-3.11.4 torch-2.6.0+cpu CPU (11th Gen Intel Core(TM) i7-1165G7 2.80GHz)\n", + "\u001b[34m\u001b[1mengine\\trainer: \u001b[0mtask=detect, mode=train, model=yolov8n.pt, data=c:\\Users\\babaw\\Documents\\Work\\Mana Knight Digital\\ds_task_recycling_project\\datasets\\data.yaml, epochs=10, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train8, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=True, opset=None, workspace=None, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, copy_paste_mode=flip, auto_augment=randaugment, erasing=0.4, cfg=None, tracker=botsort.yaml, save_dir=c:\\Users\\babaw\\Documents\\Work\\Mana Knight Digital\\ds_task_recycling_project\\datasets\\runs\\detect\\train8\n", + "Overriding model.yaml nc=80 with nc=1\n", + "\n", + " from n params module arguments \n", + " 0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2] \n", + " 1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2] \n", + " 2 -1 1 7360 ultralytics.nn.modules.block.C2f [32, 32, 1, True] \n", + " 3 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] \n", + " 4 -1 2 49664 ultralytics.nn.modules.block.C2f [64, 64, 2, True] \n", + " 5 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] \n", + " 6 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True] \n", + " 7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] \n", + " 8 -1 1 460288 ultralytics.nn.modules.block.C2f [256, 256, 1, True] \n", + " 9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 5] \n", + " 10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", + " 11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 12 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1] \n", + " 13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", + " 14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 15 -1 1 37248 ultralytics.nn.modules.block.C2f [192, 64, 1] \n", + " 16 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2] \n", + " 17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 18 -1 1 123648 ultralytics.nn.modules.block.C2f [192, 128, 1] \n", + " 19 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] \n", + " 20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1] \n", + " 21 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1] \n", + " 22 [15, 18, 21] 1 751507 ultralytics.nn.modules.head.Detect [1, [64, 128, 256]] \n", + "Model summary: 129 layers, 3,011,043 parameters, 3,011,027 gradients, 8.2 GFLOPs\n", + "\n", + "Transferred 319/355 items from pretrained weights\n", + "Freezing layer 'model.22.dfl.conv.weight'\n", + "\u001b[34m\u001b[1mtrain: \u001b[0mFast image access (ping: 0.10.0 ms, read: 1027.1189.7 MB/s, size: 1031.3 KB)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[34m\u001b[1mtrain: \u001b[0mScanning C:\\Users\\babaw\\Documents\\Work\\Mana Knight Digital\\ds_task_recycling_project\\datasets\\labels\\train.cache... 154 images, 0 backgrounds, 0 corrupt: 100%|██████████| 154/154 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Load the model\n", + "import cv2\n", + "import os\n", + "import matplotlib.pyplot as plt\n", + "from ultralytics import YOLO\n", + "\n", + "current_directory = os.getcwd()\n", + "model_path = current_directory + '\\\\datasets\\\\runs\\\\detect\\\\train8\\\\weights\\\\last.pt'\n", + "model = YOLO(model_path) # Load the trained model\n", + "\n", + "image_path = current_directory + '\\\\training\\\\memory\\\\out15.png'\n", + "results = model.predict(image_path)\n", + "\n", + "for r in results:\n", + " im_array = r.plot()\n", + " plt.imshow(cv2.cvtColor(im_array, cv2.COLOR_BGR2RGB))\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..7c4409c --- /dev/null +++ b/requirements.txt @@ -0,0 +1,8 @@ +fastapi==0.68.1 +uvicorn==0.15.0 +python-multipart==0.0.5 +ultralytics==8.0.196 +opencv-python==4.5.3.56 +numpy==1.21.2 +Pillow==8.3.1 +jinja2==3.0.1 \ No newline at end of file diff --git a/templates/index.html b/templates/index.html new file mode 100644 index 0000000..918349e --- /dev/null +++ b/templates/index.html @@ -0,0 +1,205 @@ + + + + + + Object Detection + + + +
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Object Detection

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Original Image

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Detected Objects

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