diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..7b733084176247594a403b5bb134251b161e5b50 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,31 @@ +# Hugging Face Dataset Git LFS configuration + +# Track large binary files with LFS +*.bin filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text + +# Track image files with LFS (large datasets) +*.jpg filter=lfs diff=lfs merge=lfs -text +*.JPG filter=lfs diff=lfs merge=lfs -text +*.jpeg filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.gif filter=lfs diff=lfs merge=lfs -text +*.bmp filter=lfs diff=lfs merge=lfs -text + +# Track compressed files with LFS +*.zip filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.tar.gz filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text + +# Track video files with LFS +*.mp4 filter=lfs diff=lfs merge=lfs -text +*.avi filter=lfs diff=lfs merge=lfs -text +*.mov filter=lfs diff=lfs merge=lfs -text + +# Track large CSV files with LFS +*.csv filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..bdd49ca07bc9e74b0934cb7d806e9e1f2a64be20 --- /dev/null +++ b/.gitignore @@ -0,0 +1,31 @@ +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +.Python +env/ +venv/ +ENV/ +*.egg-info/ +.eggs/ +dist/ +build/ + +# IDEs +.vscode/ +.idea/ +*.swp +*.swo +*~ + +# OS +.DS_Store +Thumbs.db + +# Jupyter +.ipynb_checkpoints/ + +# Temporary files +*.tmp +*.temp diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..a94627c07e6dce70dae0ee3ff0482ac5bd92e8ca --- /dev/null +++ b/README.md @@ -0,0 +1,169 @@ +--- +license: mit +task_categories: +- object-detection +- image-classification +tags: +- waste-classification +- recycling +- yolo +- computer-vision +size_categories: +- 1K +``` + +- `class_id`: 클래스 ID (0부터 시작) +- `x_center, y_center`: 바운딩 박스 중심 좌표 (0~1로 정규화) +- `width, height`: 바운딩 박스 크기 (0~1로 정규화) + +예시: +``` +3 0.481783 0.384578 0.290826 0.645193 +0 0.325678 0.562341 0.145823 0.234567 +``` + +## 원본 데이터 + +- **출처**: TACO (Trash Annotations in Context) +- **라이선스**: MIT +- **원본 형식**: COCO +- **변환 일자**: 2020-08-13 + +## 활용 사례 + +- 쓰레기 자동 분류 시스템 +- 재활용품 인식 애플리케이션 +- 환경 모니터링 시스템 +- 컴퓨터 비전 교육용 데이터셋 + +## Citation + +이 데이터셋을 사용하는 경우, 원본 TACO 데이터셋을 인용해주세요: + +```bibtex +@dataset{taco_dataset, + title={TACO: Trash Annotations in Context}, + author={Pedro F Proença and Pedro Simões}, + year={2019} +} +``` + +## 라이선스 + +MIT License + +## 문의 + +데이터셋 관련 문의사항은 이슈를 남겨주세요. diff --git a/best-checkpoint-003epoch.bin b/best-checkpoint-003epoch.bin new file mode 100644 index 0000000000000000000000000000000000000000..9b2a31d7ca2c520f41e7c30a484f34abc9793c93 --- /dev/null +++ b/best-checkpoint-003epoch.bin @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9549feaec3f03c0e24319d4055505246080d37bb37bdefe7856b4c4596f45c61 +size 402652633 diff --git a/coco_to_yolo.py b/coco_to_yolo.py new file mode 100644 index 0000000000000000000000000000000000000000..41efeda4e5278cf952afd37f8202565131e720cb --- /dev/null +++ b/coco_to_yolo.py @@ -0,0 +1,165 @@ +""" +COCO 형식 annotations.json을 YOLO 형식으로 변환하는 스크립트 + +COCO 형식: [x_min, y_min, width, height] (절대 픽셀) +YOLO 형식: [class_id, x_center, y_center, width, height] (0~1 정규화) +""" + +import json +import os +from pathlib import Path +from tqdm import tqdm + + +def convert_coco_to_yolo(coco_json_path, output_dir, images_dir='data'): + """ + COCO 형식을 YOLO 형식으로 변환 + + Args: + coco_json_path: COCO annotations.json 경로 + output_dir: YOLO 형식 레이블 파일들이 저장될 디렉토리 + images_dir: 이미지 파일들이 있는 루트 디렉토리 + """ + + # COCO 데이터 로드 + print(f"Loading COCO annotations from {coco_json_path}...") + with open(coco_json_path, 'r', encoding='utf-8') as f: + coco_data = json.load(f) + + # 카테고리 정보 추출 + categories = {cat['id']: cat['name'] for cat in coco_data['categories']} + print(f"Found {len(categories)} categories") + + # 이미지별로 어노테이션 그룹화 + image_annotations = {} + for ann in coco_data['annotations']: + image_id = ann['image_id'] + if image_id not in image_annotations: + image_annotations[image_id] = [] + image_annotations[image_id].append(ann) + + # 이미지 정보를 딕셔너리로 변환 + images_dict = {img['id']: img for img in coco_data['images']} + + # 출력 디렉토리 생성 + output_path = Path(output_dir) + output_path.mkdir(parents=True, exist_ok=True) + + # 각 이미지의 배치 폴더별로 labels 디렉토리 생성 + print("Creating label directories...") + for batch_num in range(1, 16): + batch_label_dir = output_path / f'batch_{batch_num}' + batch_label_dir.mkdir(exist_ok=True) + + # 변환 통계 + converted_count = 0 + skipped_count = 0 + + # 각 이미지에 대해 YOLO 형식 레이블 파일 생성 + print("Converting annotations to YOLO format...") + for image_id, image_info in tqdm(images_dict.items(), desc="Processing images"): + file_name = image_info['file_name'] # e.g., "batch_1/000006.jpg" + img_width = image_info['width'] + img_height = image_info['height'] + + # 해당 이미지의 어노테이션 가져오기 + annotations = image_annotations.get(image_id, []) + + if not annotations: + skipped_count += 1 + continue + + # YOLO 형식으로 변환 + yolo_annotations = [] + for ann in annotations: + # COCO bbox: [x_min, y_min, width, height] + x_min, y_min, bbox_width, bbox_height = ann['bbox'] + category_id = ann['category_id'] + + # YOLO 형식으로 변환 (중심점 기준, 0~1 정규화) + x_center = (x_min + bbox_width / 2) / img_width + y_center = (y_min + bbox_height / 2) / img_height + norm_width = bbox_width / img_width + norm_height = bbox_height / img_height + + # YOLO 형식: class_id x_center y_center width height + yolo_line = f"{category_id} {x_center:.6f} {y_center:.6f} {norm_width:.6f} {norm_height:.6f}" + yolo_annotations.append(yolo_line) + + # 레이블 파일 저장 (이미지와 같은 경로 구조) + # file_name: "batch_1/000006.jpg" -> "batch_1/000006.txt" + label_file_path = output_path / file_name.replace('.jpg', '.txt').replace('.JPG', '.txt') + + with open(label_file_path, 'w', encoding='utf-8') as f: + f.write('\n'.join(yolo_annotations)) + + converted_count += 1 + + # 클래스 이름 파일 생성 (classes.txt) + classes_file = output_path / 'classes.txt' + with open(classes_file, 'w', encoding='utf-8') as f: + # 카테고리 ID 순서대로 정렬하여 저장 + for cat_id in sorted(categories.keys()): + f.write(f"{categories[cat_id]}\n") + + print(f"\n{'='*50}") + print(f"Conversion completed!") + print(f"{'='*50}") + print(f"Total images: {len(images_dict)}") + print(f"Converted: {converted_count}") + print(f"Skipped (no annotations): {skipped_count}") + print(f"Total annotations: {sum(len(anns) for anns in image_annotations.values())}") + print(f"\nOutput directory: {output_path.absolute()}") + print(f"Classes file: {classes_file.absolute()}") + print(f"\nYOLO format: ") + print(f"All values are normalized to [0, 1]") + + +def create_data_yaml(output_dir, train_ratio=0.8): + """ + YOLO 학습을 위한 data.yaml 파일 생성 + + Args: + output_dir: 레이블 파일들이 있는 디렉토리 + train_ratio: train/val 분할 비율 + """ + import yaml + + output_path = Path(output_dir) + classes_file = output_path / 'classes.txt' + + # 클래스 이름 읽기 + with open(classes_file, 'r', encoding='utf-8') as f: + class_names = [line.strip() for line in f.readlines()] + + # data.yaml 내용 생성 + data_yaml = { + 'path': str(Path.cwd().absolute()), # 프로젝트 루트 + 'train': 'data', # 학습 이미지 경로 + 'val': 'data', # 검증 이미지 경로 (필요시 분할) + 'nc': len(class_names), # 클래스 수 + 'names': class_names # 클래스 이름 리스트 + } + + yaml_file = output_path / 'data.yaml' + with open(yaml_file, 'w', encoding='utf-8') as f: + yaml.dump(data_yaml, f, allow_unicode=True, sort_keys=False) + + print(f"\nCreated data.yaml: {yaml_file.absolute()}") + return yaml_file + + +if __name__ == '__main__': + # 설정 + coco_json = 'data/annotations.json' + output_labels_dir = 'labels' # YOLO 레이블 파일들이 저장될 디렉토리 + + # 변환 실행 + convert_coco_to_yolo(coco_json, output_labels_dir) + + # data.yaml 생성 (선택사항) + try: + create_data_yaml(output_labels_dir) + except ImportError: + print("\nNote: PyYAML not installed. Skipping data.yaml creation.") + print("Install with: pip install pyyaml") diff --git a/data/annotations.json b/data/annotations.json new file mode 100644 index 0000000000000000000000000000000000000000..c4338af7da3d9bf9cc899ecdc7e23470d6737b89 --- /dev/null +++ b/data/annotations.json @@ -0,0 +1 @@ +{"info": {"year": 2019, "version": null, "description": "TACO", "contributor": null, "url": null, "date_created": "2019-12-19T16:11:15.258399+00:00"}, "images": [{"id": 0, "width": 1537, "height": 2049, "file_name": "batch_1/000006.jpg", "license": null, "flickr_url": "https://farm66.staticflickr.com/65535/33978196618_e30a59e0a8_o.png", "coco_url": null, "date_captured": null, "flickr_640_url": "https://farm66.staticflickr.com/65535/33978196618_632623b4fc_z.jpg"}, {"id": 1, "width": 1537, "height": 2049, "file_name": "batch_1/000008.jpg", "license": null, "flickr_url": "https://farm66.staticflickr.com/65535/47803331152_ee00755a2e_o.png", "coco_url": null, "date_captured": null, 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Device is cuda:0 + +2020-08-13T15:26:11.502658 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T15:28:36.163083 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T15:29:46.786702 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T15:43:45.395422 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T15:44:29.534424 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T15:51:18.988900 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T15:57:41.333537 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T16:01:22.147072 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T16:04:25.942541 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T16:10:51.261521 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T16:21:52.253080 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T16:33:10.629486 +LR: 0.0002 +Fitter prepared. Device is cuda:0 + +2020-08-13T16:34:52.139022 +LR: 0.0002 +[RESULT]: Train. Epoch: 0, summary_loss: 75.46617, time: 721.38329 +[RESULT]: Val. Epoch: 0, summary_loss: 58.59650, time: 66.67773 + +2020-08-13T16:48:01.454713 +LR: 0.0002 +[RESULT]: Train. Epoch: 1, summary_loss: 3.94666, time: 711.20609 +[RESULT]: Val. Epoch: 1, summary_loss: 2.65376, time: 64.95429 + +2020-08-13T17:00:59.109639 +LR: 0.0002 +[RESULT]: Train. Epoch: 2, summary_loss: 1.50002, time: 719.53560 +[RESULT]: Val. Epoch: 2, summary_loss: 1.26852, time: 65.33192 + +2020-08-13T17:14:05.715807 +LR: 0.0002 +[RESULT]: Train. Epoch: 3, summary_loss: 1.02903, time: 717.86019 +[RESULT]: Val. 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end of file diff --git a/labels/batch_3/IMG_4865.txt b/labels/batch_3/IMG_4865.txt new file mode 100644 index 0000000000000000000000000000000000000000..4addf7b1e23fc75112248a411948a0d2ecabe8e4 --- /dev/null +++ b/labels/batch_3/IMG_4865.txt @@ -0,0 +1,2 @@ +14 0.643178 0.642616 0.367239 0.256434 +36 0.406454 0.357690 0.459150 0.311581 \ No newline at end of file diff --git a/labels/batch_3/IMG_4868.txt b/labels/batch_3/IMG_4868.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c499ff1c4b2c38a623757f9fd625777b0210dba --- /dev/null +++ b/labels/batch_3/IMG_4868.txt @@ -0,0 +1,2 @@ +12 0.432190 0.286918 0.282680 0.351409 +50 0.444649 0.177390 0.100899 0.066176 \ No newline at end of file diff --git a/labels/batch_3/IMG_4869.txt b/labels/batch_3/IMG_4869.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ba6cab2c0209faf172a042a3ca80f1936c360c7 --- /dev/null +++ b/labels/batch_3/IMG_4869.txt @@ -0,0 +1 @@ +36 0.507149 0.527420 0.727533 0.490502 \ No newline at end of file diff --git a/labels/batch_3/IMG_4874.txt b/labels/batch_3/IMG_4874.txt new file mode 100644 index 0000000000000000000000000000000000000000..a0a8ea78289840edc2d7ac8e055cc258c82b8a53 --- /dev/null +++ b/labels/batch_3/IMG_4874.txt @@ -0,0 +1,2 @@ +36 0.339665 0.301471 0.484069 0.460784 +17 0.547794 0.680913 0.892974 0.497855 \ No newline at end of file diff --git a/labels/batch_3/IMG_4875.txt b/labels/batch_3/IMG_4875.txt new file mode 100644 index 0000000000000000000000000000000000000000..fca3f6781d07668c98049b2918505981662e1981 --- /dev/null +++ b/labels/batch_3/IMG_4875.txt @@ -0,0 +1,2 @@ +17 0.403646 0.580474 0.668199 0.835784 +14 0.769608 0.165441 0.242647 0.329248 \ No newline at end of file diff --git a/labels/batch_3/IMG_4876.txt b/labels/batch_3/IMG_4876.txt new file mode 100644 index 0000000000000000000000000000000000000000..66006ce5054c1c555c7bf8e394255437e57a8f32 --- /dev/null +++ b/labels/batch_3/IMG_4876.txt @@ -0,0 +1,2 @@ +45 0.474469 0.307445 0.910539 0.375919 +36 0.466503 0.311581 0.924020 0.316176 \ No newline at end of file diff --git a/labels/batch_3/IMG_4877.txt b/labels/batch_3/IMG_4877.txt new file mode 100644 index 0000000000000000000000000000000000000000..63cd6081c6e6252d387bb05eacf3beb6740ce570 --- /dev/null +++ b/labels/batch_3/IMG_4877.txt @@ -0,0 +1,2 @@ +14 0.510212 0.408854 0.756536 0.386336 +36 0.527574 0.490502 0.821487 0.640931 \ No newline at end of file diff --git a/labels/batch_3/IMG_4878.txt b/labels/batch_3/IMG_4878.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e78d2ae2390d5df77c7c8f7b61dbbac8c189471 --- /dev/null +++ b/labels/batch_3/IMG_4878.txt @@ -0,0 +1,2 @@ +14 0.407322 0.183824 0.461703 0.343137 +36 0.501532 0.718342 0.497549 0.466095 \ No newline at end of file diff --git a/labels/batch_3/IMG_4879.txt b/labels/batch_3/IMG_4879.txt new file mode 100644 index 0000000000000000000000000000000000000000..22d848dd72cbb053607bc12d63045bcfccf09484 --- /dev/null +++ b/labels/batch_3/IMG_4879.txt @@ -0,0 +1 @@ +43 0.565972 0.493260 0.541258 0.564951 \ No newline at end of file diff --git a/labels/batch_3/IMG_4881.txt b/labels/batch_3/IMG_4881.txt new file mode 100644 index 0000000000000000000000000000000000000000..a287c984267c8d8f5d8033a4f6a30ab92cb9c02a --- /dev/null +++ b/labels/batch_3/IMG_4881.txt @@ -0,0 +1,3 @@ +36 0.292688 0.627066 0.073938 0.047650 +58 0.318015 0.559968 0.030637 0.030146 +59 0.412173 0.184441 0.007353 0.023339 \ No newline at end of file diff --git a/labels/batch_3/IMG_4883.txt b/labels/batch_3/IMG_4883.txt new file mode 100644 index 0000000000000000000000000000000000000000..25d0edf1bfef950d0e2d7eacee18a2209c12ca0f --- /dev/null +++ b/labels/batch_3/IMG_4883.txt @@ -0,0 +1,2 @@ +29 0.289624 0.335018 0.029412 0.024203 +0 0.560253 0.457874 0.087010 0.043199 \ No newline at end of file diff --git a/labels/batch_3/IMG_4887.txt b/labels/batch_3/IMG_4887.txt new file mode 100644 index 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0.555556 0.515319 0.079248 0.038603 +36 0.744485 0.833487 0.073121 0.064032 \ No newline at end of file diff --git a/labels/batch_3/IMG_4898.txt b/labels/batch_3/IMG_4898.txt new file mode 100644 index 0000000000000000000000000000000000000000..cf80b4c12290ebcf95d1aca2825693bac00ee80c --- /dev/null +++ b/labels/batch_3/IMG_4898.txt @@ -0,0 +1 @@ +40 0.621528 0.813113 0.348448 0.270833 \ No newline at end of file diff --git a/labels/batch_3/IMG_4901.txt b/labels/batch_3/IMG_4901.txt new file mode 100644 index 0000000000000000000000000000000000000000..be0ed4688f1ec36af9ea09dcb8f7adf5cdcfe3fc --- /dev/null +++ b/labels/batch_3/IMG_4901.txt @@ -0,0 +1,3 @@ +39 0.800245 0.867494 0.165033 0.076900 +58 0.765114 0.640625 0.106209 0.036765 +14 0.186070 0.613511 0.024918 0.019914 \ No newline at end of file diff --git a/labels/batch_3/IMG_4902.txt b/labels/batch_3/IMG_4902.txt new file mode 100644 index 0000000000000000000000000000000000000000..99dad6f2d9ad5a4b8d9ee8db2af9dff7813d63ec --- /dev/null +++ b/labels/batch_3/IMG_4902.txt @@ -0,0 +1,4 @@ +45 0.552288 0.366422 0.148693 0.083333 +36 0.552492 0.360447 0.148284 0.070159 +36 0.676471 0.582261 0.025327 0.028493 +58 0.960989 0.885110 0.030637 0.033701 \ No newline at end of file diff --git a/labels/batch_3/IMG_4907.txt b/labels/batch_3/IMG_4907.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a0d16076947ea1bd2e9f17f675fa636c5833537 --- /dev/null +++ b/labels/batch_3/IMG_4907.txt @@ -0,0 +1 @@ +2 0.556168 0.686734 0.094363 0.047488 \ No newline at end of file diff --git a/labels/batch_3/IMG_4911.txt b/labels/batch_3/IMG_4911.txt new file mode 100644 index 0000000000000000000000000000000000000000..87d9c578c501cefcdf2a8388c24976ecfa37a821 --- /dev/null +++ b/labels/batch_3/IMG_4911.txt @@ -0,0 +1,2 @@ +45 0.377655 0.535999 0.122141 0.078125 +36 0.342933 0.524816 0.051879 0.072304 \ No newline at end of file diff --git a/labels/batch_3/IMG_4913.txt b/labels/batch_3/IMG_4913.txt new file mode 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0000000000000000000000000000000000000000..f0b31c3f2d6fcf22b1ea62d292d4e3b3829bd75a --- /dev/null +++ b/labels/batch_3/IMG_4915.txt @@ -0,0 +1 @@ +4 0.507761 0.464920 0.383170 0.909620 \ No newline at end of file diff --git a/labels/batch_3/IMG_4916.txt b/labels/batch_3/IMG_4916.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7cf739c65f39b5c5c775c6ef23c3d8bf6d504f9 --- /dev/null +++ b/labels/batch_3/IMG_4916.txt @@ -0,0 +1,2 @@ +45 0.529820 0.396906 0.558007 0.416360 +25 0.455065 0.432292 0.058824 0.064951 \ No newline at end of file diff --git a/labels/batch_3/IMG_4917.txt b/labels/batch_3/IMG_4917.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3c10dfadc34f763f0a268c900d521ff2d04afc4 --- /dev/null +++ b/labels/batch_3/IMG_4917.txt @@ -0,0 +1 @@ +8 0.745711 0.434436 0.044526 0.028799 \ No newline at end of file diff --git a/labels/batch_3/IMG_4919.txt b/labels/batch_3/IMG_4919.txt new file mode 100644 index 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0.137663 0.135417 \ No newline at end of file diff --git a/labels/batch_3/IMG_4924.txt b/labels/batch_3/IMG_4924.txt new file mode 100644 index 0000000000000000000000000000000000000000..370cc3ef366944012f7e3fa7be30297ddcd2acd0 --- /dev/null +++ b/labels/batch_3/IMG_4924.txt @@ -0,0 +1,3 @@ +45 0.502247 0.543045 0.099265 0.078738 +36 0.463031 0.583180 0.109069 0.070772 +59 0.834559 0.436275 0.013889 0.020833 \ No newline at end of file diff --git a/labels/batch_3/IMG_4926.txt b/labels/batch_3/IMG_4926.txt new file mode 100644 index 0000000000000000000000000000000000000000..776201768de0fb8f30e1a04b2a3c2bf5955e5a47 --- /dev/null +++ b/labels/batch_3/IMG_4926.txt @@ -0,0 +1 @@ +0 0.515114 0.611673 0.518791 0.472120 \ No newline at end of file diff --git a/labels/batch_3/IMG_4928.txt b/labels/batch_3/IMG_4928.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfed20799e841b523482108577788e5e0a89bbd6 --- /dev/null +++ b/labels/batch_3/IMG_4928.txt @@ -0,0 +1,2 @@ +49 0.667892 0.554994 0.117647 0.062806 +58 0.924020 0.347273 0.024510 0.013787 \ No newline at end of file diff --git a/labels/batch_3/IMG_4929.txt b/labels/batch_3/IMG_4929.txt new file mode 100644 index 0000000000000000000000000000000000000000..78e76886fe6773a0daa4732b336ac264399c4017 --- /dev/null +++ b/labels/batch_3/IMG_4929.txt @@ -0,0 +1 @@ +36 0.424632 0.703421 0.173611 0.151445 \ No newline at end of file diff --git a/labels/batch_3/IMG_4932.txt b/labels/batch_3/IMG_4932.txt new file mode 100644 index 0000000000000000000000000000000000000000..6c7a7fd46a3f00980845f28e7c2f9fc29e0bc1a7 --- /dev/null +++ b/labels/batch_3/IMG_4932.txt @@ -0,0 +1,5 @@ +5 0.412173 0.401961 0.053922 0.077206 +59 0.458742 0.667892 0.010621 0.019608 +59 0.924837 0.700061 0.011438 0.017770 +59 0.543301 0.422794 0.016340 0.009804 +59 0.808824 0.154105 0.019608 0.012868 \ No newline at end of file diff --git a/labels/batch_3/IMG_4934.txt b/labels/batch_3/IMG_4934.txt new file mode 100644 index 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0.856618 0.715686 \ No newline at end of file diff --git a/labels/batch_3/IMG_4941.txt b/labels/batch_3/IMG_4941.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e7da64a55ae451d2bbf986ecf054ec10131a813 --- /dev/null +++ b/labels/batch_3/IMG_4941.txt @@ -0,0 +1,20 @@ +5 0.357230 0.617647 0.063113 0.046569 +6 0.948376 0.694036 0.045037 0.021242 +5 0.515165 0.719363 0.048100 0.026961 +29 0.461703 0.606618 0.023897 0.029412 +29 0.850184 0.519199 0.019608 0.023693 +58 0.679688 0.510825 0.008272 0.011846 +58 0.302849 0.065564 0.016850 0.012663 +58 0.544271 0.089052 0.015012 0.008987 +58 0.468750 0.807394 0.006127 0.011029 +58 0.502145 0.764502 0.008578 0.006944 +58 0.013480 0.800858 0.024510 0.022467 +33 0.212623 0.806373 0.093137 0.065359 +33 0.157782 0.815564 0.064338 0.054330 +33 0.563879 0.045956 0.032169 0.034722 +50 0.395374 0.519608 0.007659 0.005719 +39 0.067096 0.757966 0.054534 0.045343 +34 0.024050 0.823121 0.048100 0.058007 +55 0.499081 0.755719 0.027574 0.084150 +53 0.252757 0.783292 0.096814 0.091095 +59 0.606618 0.790850 0.003676 0.017974 \ No newline at end of file diff --git a/labels/batch_3/IMG_4948.txt b/labels/batch_3/IMG_4948.txt new file mode 100644 index 0000000000000000000000000000000000000000..a468d26262c4bf1c737467070fe5fa0177308ff7 --- /dev/null +++ b/labels/batch_3/IMG_4948.txt @@ -0,0 +1,17 @@ +5 0.129085 0.630364 0.062092 0.102024 +5 0.599265 0.579352 0.052288 0.099595 +12 0.656863 0.582996 0.084967 0.039676 +8 0.568423 0.625506 0.011029 0.010526 +8 0.506740 0.627733 0.011846 0.011741 +7 0.541871 0.669838 0.014297 0.013360 +7 0.583333 0.623482 0.020425 0.012146 +8 0.500613 0.622267 0.011029 0.010526 +49 0.101103 0.728138 0.017565 0.016599 +33 0.888685 0.538664 0.222631 0.112955 +39 0.621119 0.533603 0.036356 0.018623 +58 0.056577 0.760526 0.029003 0.019028 +58 0.016544 0.721862 0.030637 0.005668 +58 0.240400 0.718826 0.011029 0.018219 +29 0.570670 0.665182 0.011438 0.012146 +58 0.363766 0.726518 0.011029 0.011741 +59 0.897876 0.702834 0.006536 0.021053 \ No newline at end of file diff --git a/labels/batch_3/IMG_4950.txt b/labels/batch_3/IMG_4950.txt new file mode 100644 index 0000000000000000000000000000000000000000..66378db3bc205665790b0e19f8213e7649fb6817 --- /dev/null +++ b/labels/batch_3/IMG_4950.txt @@ -0,0 +1,3 @@ +31 0.162173 0.254507 0.129085 0.075566 +31 0.434436 0.442271 0.130310 0.126582 +36 0.383578 0.505562 0.181373 0.172612 \ No newline at end of file diff --git a/labels/batch_3/IMG_4961.txt b/labels/batch_3/IMG_4961.txt new file mode 100644 index 0000000000000000000000000000000000000000..bd605efda6982e6754cb679817cb62cc1dc99959 --- /dev/null +++ b/labels/batch_3/IMG_4961.txt @@ -0,0 +1,3 @@ +49 0.598856 0.302543 0.488562 0.210478 +49 0.818219 0.314798 0.098856 0.193321 +49 0.790441 0.379289 0.058824 0.219363 \ No newline at end of file diff --git a/labels/batch_3/IMG_4963.txt b/labels/batch_3/IMG_4963.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7b14b5875d6261051e86caf09eacecf4792c2cb --- /dev/null +++ b/labels/batch_3/IMG_4963.txt @@ -0,0 +1 @@ +5 0.451440 0.561070 0.089767 0.097631 \ No newline at end of file diff --git a/labels/batch_3/IMG_4964.txt b/labels/batch_3/IMG_4964.txt new file mode 100644 index 0000000000000000000000000000000000000000..07ae374425245c6465c78c04d9e22ac5d24376e4 --- /dev/null +++ b/labels/batch_3/IMG_4964.txt @@ -0,0 +1 @@ +36 0.416207 0.495302 0.032782 0.041258 \ No newline at end of file diff --git a/labels/batch_3/IMG_4965.txt b/labels/batch_3/IMG_4965.txt new file mode 100644 index 0000000000000000000000000000000000000000..437de0ddd5b2c51e92060cc442a7f9ab68ea38e5 --- /dev/null +++ b/labels/batch_3/IMG_4965.txt @@ -0,0 +1 @@ +40 0.694393 0.559028 0.177390 0.246324 \ No newline at end of file diff --git a/labels/batch_3/IMG_4966.txt b/labels/batch_3/IMG_4966.txt new file mode 100644 index 0000000000000000000000000000000000000000..032281e8fd4cf049ff2846abe46737281131b607 --- /dev/null +++ b/labels/batch_3/IMG_4966.txt @@ -0,0 +1,4 @@ +36 0.418811 0.561070 0.066789 0.085376 +29 0.566636 0.714665 0.011949 0.004493 +58 0.581036 0.611520 0.010723 0.003268 +58 0.582721 0.605392 0.004289 0.002451 \ No newline at end of file diff --git a/labels/batch_3/IMG_4967.txt b/labels/batch_3/IMG_4967.txt new file mode 100644 index 0000000000000000000000000000000000000000..2abcc107873a0d7ccbdf6b8c9245e3a4f475c13d --- /dev/null +++ b/labels/batch_3/IMG_4967.txt @@ -0,0 +1,3 @@ +55 0.684641 0.517616 0.122549 0.056679 +29 0.718342 0.522059 0.052696 0.018382 +21 0.419322 0.537071 0.053513 0.058824 \ No newline at end of file diff --git a/labels/batch_3/IMG_4969.txt b/labels/batch_3/IMG_4969.txt new file mode 100644 index 0000000000000000000000000000000000000000..c129e5278ef22e004d6a5caf34ce4b63e61681cb --- /dev/null +++ b/labels/batch_3/IMG_4969.txt @@ -0,0 +1,13 @@ +5 0.350082 0.505974 0.098039 0.021752 +5 0.606413 0.378217 0.057598 0.022978 +5 0.537582 0.320925 0.018791 0.011949 +6 0.323529 0.402267 0.017974 0.028186 +16 0.352941 0.468750 0.062908 0.023284 +58 0.032680 0.473192 0.024510 0.011336 +58 0.405229 0.467831 0.017974 0.009804 +58 0.464665 0.442555 0.012663 0.007047 +58 0.893995 0.197917 0.021650 0.006740 +58 0.370711 0.270680 0.009395 0.003983 +20 0.635008 0.464767 0.028186 0.018382 +39 0.450980 0.443627 0.017974 0.009804 +12 0.585580 0.280484 0.009395 0.010723 \ No newline at end of file diff --git a/labels/batch_3/IMG_4971.txt b/labels/batch_3/IMG_4971.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2c234fee9e114b450a9e9925a759cfe4c1ec7a8 --- /dev/null +++ b/labels/batch_3/IMG_4971.txt @@ -0,0 +1 @@ +7 0.480392 0.805607 0.088235 0.071998 \ No newline at end of file diff --git a/labels/batch_3/IMG_4972.txt b/labels/batch_3/IMG_4972.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ecc412afe5bb373d4a5e0186e16d9279f48fc26 --- /dev/null +++ b/labels/batch_3/IMG_4972.txt @@ -0,0 +1,2 @@ +50 0.499796 0.745251 0.028186 0.018076 +59 0.655637 0.089461 0.031863 0.015931 \ No newline at end of file diff --git a/labels/batch_3/IMG_4977.txt b/labels/batch_3/IMG_4977.txt new file mode 100644 index 0000000000000000000000000000000000000000..40a97cc6e1c7190484efe8388c412ff427e32430 --- /dev/null +++ b/labels/batch_3/IMG_4977.txt @@ -0,0 +1 @@ +12 0.525123 0.571538 0.106618 0.081189 \ No newline at end of file diff --git a/labels/batch_3/IMG_4978.txt b/labels/batch_3/IMG_4978.txt new file mode 100644 index 0000000000000000000000000000000000000000..df1cbcb5d595a4b7d7ae38d5acc0b43c587d2ab0 --- /dev/null +++ b/labels/batch_3/IMG_4978.txt @@ -0,0 +1,2 @@ +12 0.509804 0.410999 0.130719 0.181679 +50 0.498979 0.472120 0.032271 0.017770 \ No newline at end of file diff --git a/labels/batch_3/IMG_4980.txt b/labels/batch_3/IMG_4980.txt new file mode 100644 index 0000000000000000000000000000000000000000..c497eac7c88b8a21d6b5fd1dc1e72851a50c8e56 --- /dev/null +++ b/labels/batch_3/IMG_4980.txt @@ -0,0 +1,2 @@ +39 0.149714 0.384038 0.102533 0.054228 +59 0.607435 0.740196 0.010621 0.017157 \ No newline at end of file diff --git a/labels/batch_3/IMG_4992.txt b/labels/batch_3/IMG_4992.txt new file mode 100644 index 0000000000000000000000000000000000000000..af91ad86f1d4e356b7909a00629f538018a52742 --- /dev/null +++ b/labels/batch_3/IMG_4992.txt @@ -0,0 +1,2 @@ +5 0.499796 0.350031 0.185049 0.150429 +7 0.489992 0.217831 0.021650 0.014706 \ No newline at end of file diff --git a/labels/batch_3/IMG_4994.txt b/labels/batch_3/IMG_4994.txt new file mode 100644 index 0000000000000000000000000000000000000000..82d5da2cb3dc730e8def08830aeb787aeb1a9357 --- /dev/null +++ b/labels/batch_3/IMG_4994.txt @@ -0,0 +1,3 @@ +21 0.305964 0.494179 0.142974 0.132353 +6 0.636234 0.360294 0.127042 0.048407 +52 0.888276 0.339920 0.223448 0.152267 \ No newline at end of file diff --git a/labels/batch_3/IMG_4996.txt b/labels/batch_3/IMG_4996.txt new file mode 100644 index 0000000000000000000000000000000000000000..6824756b40dfb732d01e8f08b98abfcccc9f940d --- /dev/null +++ b/labels/batch_3/IMG_4996.txt @@ -0,0 +1,4 @@ +5 0.509600 0.564951 0.121324 0.248775 +7 0.526552 0.677543 0.049837 0.023591 +12 0.455678 0.101256 0.257761 0.113664 +50 0.341095 0.106311 0.024510 0.035539 \ No newline at end of file diff --git a/labels/batch_3/IMG_4997.txt b/labels/batch_3/IMG_4997.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c4f3586482ab66f2365026f10cb2e42d6ce503c --- /dev/null +++ b/labels/batch_3/IMG_4997.txt @@ -0,0 +1,2 @@ +12 0.556985 0.297028 0.053513 0.031556 +58 0.492239 0.603094 0.053922 0.032169 \ No newline at end of file diff --git a/labels/batch_3/IMG_4998.txt b/labels/batch_3/IMG_4998.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c0dd9f0fd185d206847f62a9a98d66e283db086 --- /dev/null +++ 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0000000000000000000000000000000000000000..a4c4c439e189c28c7fc0aec6b6364d6da24f6383 --- /dev/null +++ b/labels/batch_9/000064.txt @@ -0,0 +1,2 @@ +12 0.412224 0.478350 0.059130 0.072712 +21 0.482996 0.576185 0.058517 0.082108 \ No newline at end of file diff --git a/labels/batch_9/000065.txt b/labels/batch_9/000065.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dcd47bb18c8e83ea92f5ed9644eadd519b95c7f --- /dev/null +++ b/labels/batch_9/000065.txt @@ -0,0 +1,3 @@ +59 0.936683 0.025276 0.017157 0.017463 +33 0.315768 0.159773 0.084967 0.038297 +21 0.392974 0.476869 0.105392 0.100184 \ No newline at end of file diff --git a/labels/batch_9/000066.txt b/labels/batch_9/000066.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8f8cf6ee75c3671f56186766c8f50b986825ffc --- /dev/null +++ b/labels/batch_9/000066.txt @@ -0,0 +1,2 @@ +59 0.121936 0.699142 0.060049 0.013480 +21 0.410131 0.614583 0.156863 0.092525 \ No newline at end of file diff --git a/labels/batch_9/000067.txt b/labels/batch_9/000067.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c7cad517c86f3ac981d35ae910a6a94520e6697 --- /dev/null +++ b/labels/batch_9/000067.txt @@ -0,0 +1,4 @@ +5 0.604715 0.576875 0.372807 0.119750 +7 0.766996 0.622625 0.051535 0.027750 +33 0.044408 0.851625 0.085526 0.042250 +51 0.158443 0.879125 0.110746 0.055250 \ No newline at end of file diff --git a/labels/batch_9/000068.txt b/labels/batch_9/000068.txt new file mode 100644 index 0000000000000000000000000000000000000000..154d4621e05a56a17f188c6bf5d3544627eeb1d0 --- /dev/null +++ b/labels/batch_9/000068.txt @@ -0,0 +1 @@ +39 0.615680 0.514750 0.139254 0.044500 \ No newline at end of file diff --git a/labels/batch_9/000069.txt b/labels/batch_9/000069.txt new file mode 100644 index 0000000000000000000000000000000000000000..070f9ef05b6cb6f64d504c1c9e4e91e448af08ed --- /dev/null +++ b/labels/batch_9/000069.txt @@ -0,0 +1,2 @@ +27 0.047423 0.108625 0.077303 0.009750 +5 0.559211 0.502625 0.139254 0.047750 \ No newline at end of file diff --git a/labels/batch_9/000070.txt b/labels/batch_9/000070.txt new file mode 100644 index 0000000000000000000000000000000000000000..dab4cba1b2a28ce1f3132e7dd80df32b11946def --- /dev/null +++ b/labels/batch_9/000070.txt @@ -0,0 +1,6 @@ +58 0.729989 0.151625 0.059759 0.007250 +5 0.535636 0.346875 0.169956 0.035250 +7 0.455866 0.357500 0.011513 0.007500 +27 0.457237 0.646625 0.100877 0.034250 +36 0.063596 0.353500 0.012061 0.010500 +58 0.174068 0.448000 0.038925 0.012500 \ No newline at end of file diff --git a/labels/batch_9/000071.txt b/labels/batch_9/000071.txt new file mode 100644 index 0000000000000000000000000000000000000000..aea6f1a8ca245edda9ada9f107f6ace60a462867 --- /dev/null +++ b/labels/batch_9/000071.txt @@ -0,0 +1,3 @@ +40 0.347862 0.299375 0.302083 0.083750 +5 0.644737 0.678875 0.101974 0.122750 +36 0.901316 0.636000 0.063596 0.048500 \ No newline at end of file diff --git a/labels/batch_9/000072.txt b/labels/batch_9/000072.txt new file mode 100644 index 0000000000000000000000000000000000000000..ee31dac7d225e4adb1bd356da854cd25bf84c1e1 --- /dev/null +++ b/labels/batch_9/000072.txt @@ -0,0 +1,2 @@ +29 0.467000 0.547149 0.040000 0.065789 +58 0.581000 0.307018 0.096000 0.037281 \ No newline at end of file diff --git a/labels/batch_9/000073.txt b/labels/batch_9/000073.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e8131ab7796238994a5498579174c82b37eddc6 --- /dev/null +++ b/labels/batch_9/000073.txt @@ -0,0 +1,2 @@ +36 0.487116 0.615500 0.144189 0.051500 +17 0.673520 0.467125 0.153509 0.053750 \ No newline at end of file diff --git a/labels/batch_9/000074.txt b/labels/batch_9/000074.txt new file mode 100644 index 0000000000000000000000000000000000000000..f6166aae95b4fa1e67b7ec4cb33fb8b71efaf707 --- /dev/null +++ b/labels/batch_9/000074.txt @@ -0,0 +1,4 @@ +6 0.394332 0.531589 0.058662 0.024250 +6 0.429825 0.547304 0.063596 0.034250 +5 0.752467 0.490208 0.043311 0.022250 +58 0.440933 0.506851 0.027961 0.007250 \ No newline at end of file diff --git a/labels/batch_9/000075.txt b/labels/batch_9/000075.txt new file mode 100644 index 0000000000000000000000000000000000000000..7dfd5dcc4c97311497267e4ba38441ebceb5b1d0 --- /dev/null +++ b/labels/batch_9/000075.txt @@ -0,0 +1,4 @@ +5 0.648849 0.508750 0.049890 0.021000 +6 0.520285 0.649750 0.064693 0.047000 +6 0.445175 0.642375 0.069079 0.040750 +39 0.382675 0.945625 0.050439 0.026750 \ No newline at end of file diff --git a/labels/batch_9/000076.txt b/labels/batch_9/000076.txt new file mode 100644 index 0000000000000000000000000000000000000000..8409b465773b9f2d01a2bc34525ef693ceef4324 --- /dev/null +++ b/labels/batch_9/000076.txt @@ -0,0 +1,2 @@ +6 0.232625 0.738761 0.036750 0.211075 +31 0.181000 0.759320 0.028000 0.141447 \ No newline at end of file diff --git a/labels/batch_9/000077.txt b/labels/batch_9/000077.txt new file mode 100644 index 0000000000000000000000000000000000000000..df3863a43c163741edb81fd468e38ca0a66e7afd --- /dev/null +++ b/labels/batch_9/000077.txt @@ -0,0 +1 @@ +7 0.407107 0.785936 0.017000 0.033443 \ No newline at end of file diff --git a/labels/batch_9/000078.txt b/labels/batch_9/000078.txt new file mode 100644 index 0000000000000000000000000000000000000000..f36a6ec56a244538eae220fee46769deccda01ef --- /dev/null +++ b/labels/batch_9/000078.txt @@ -0,0 +1,3 @@ +40 0.564967 0.161125 0.199013 0.039750 +59 0.212719 0.880375 0.036184 0.014750 +59 0.386787 0.815250 0.034539 0.027500 \ No newline at end of file diff --git a/labels/batch_9/000079.txt b/labels/batch_9/000079.txt new file mode 100644 index 0000000000000000000000000000000000000000..12e860841eae91703ff5a562fcd5039cdcf74273 --- /dev/null +++ b/labels/batch_9/000079.txt @@ -0,0 +1,2 @@ +7 0.431743 0.340125 0.013706 0.005250 +5 0.556743 0.420000 0.046601 0.027000 \ No newline at end of file diff --git a/labels/batch_9/000080.txt b/labels/batch_9/000080.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b1ad66909bc93c6c840c118624c168eff8d31c0 --- /dev/null +++ b/labels/batch_9/000080.txt @@ -0,0 +1,15 @@ +0 0.504934 0.688750 0.077851 0.048500 +59 0.412007 0.622500 0.029057 0.004000 +59 0.608827 0.685250 0.029057 0.010500 +59 0.455318 0.794750 0.035636 0.007000 +36 0.425164 0.741750 0.110197 0.059000 +36 0.453125 0.562750 0.014803 0.005500 +8 0.367873 0.462250 0.020833 0.007500 +59 0.405976 0.263125 0.011513 0.004250 +59 0.406524 0.899000 0.010417 0.015500 +59 0.931743 0.872500 0.021382 0.019500 +59 0.772478 0.951500 0.020833 0.016500 +59 0.166393 0.627500 0.027961 0.006500 +58 0.329221 0.385375 0.013706 0.008750 +59 0.655976 0.365125 0.014803 0.008250 +58 0.869792 0.805375 0.019189 0.011750 \ No newline at end of file diff --git a/labels/batch_9/000081.txt b/labels/batch_9/000081.txt new file mode 100644 index 0000000000000000000000000000000000000000..93b46d7d3c5bdcaa77c223de8186b8f82eaec4d7 --- /dev/null +++ b/labels/batch_9/000081.txt @@ -0,0 +1,2 @@ +29 0.894737 0.443125 0.071272 0.025250 +39 0.552357 0.562750 0.058662 0.052000 \ No newline at end of file diff --git a/labels/batch_9/000082.txt b/labels/batch_9/000082.txt new file mode 100644 index 0000000000000000000000000000000000000000..207922bab6ad3b263ccecf37e06ac7790c43a2c7 --- /dev/null +++ b/labels/batch_9/000082.txt @@ -0,0 +1 @@ +39 0.853344 0.243125 0.094846 0.042250 \ No newline at end of file diff --git a/labels/batch_9/000083.txt b/labels/batch_9/000083.txt new file mode 100644 index 0000000000000000000000000000000000000000..3985fc55253b18c93529c7fb140dae85d8e69dfd --- /dev/null +++ b/labels/batch_9/000083.txt @@ -0,0 +1 @@ +12 0.529605 0.388375 0.270833 0.177250 \ No newline at end of file diff --git a/labels/batch_9/000084.txt b/labels/batch_9/000084.txt new file mode 100644 index 0000000000000000000000000000000000000000..c467b08e975a3e1adf982e0c45b55bfef34db2c2 --- /dev/null +++ b/labels/batch_9/000084.txt @@ -0,0 +1,11 @@ +5 0.637610 0.470375 0.169956 0.051750 +5 0.523575 0.500625 0.161184 0.030750 +7 0.707785 0.488125 0.032895 0.014750 +14 0.460526 0.456750 0.054825 0.041000 +58 0.341831 0.497250 0.081689 0.045500 +58 0.110197 0.779375 0.186404 0.066250 +52 0.808114 0.883000 0.067982 0.009500 +58 0.735197 0.546500 0.043860 0.019000 +52 0.395559 0.716000 0.080592 0.007000 +57 0.586623 0.435875 0.161184 0.056250 +0 0.554002 0.565750 0.021382 0.011000 \ No newline at end of file diff --git a/labels/batch_9/000085.txt b/labels/batch_9/000085.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8887f365dc16deec07e177607ca27b38e051e3f --- /dev/null +++ b/labels/batch_9/000085.txt @@ -0,0 +1,5 @@ +59 0.304250 0.434594 0.010500 0.013158 +14 0.393250 0.328509 0.051000 0.079496 +59 0.023625 0.935581 0.016250 0.021382 +59 0.395125 0.394737 0.013750 0.009868 +59 0.403875 0.383224 0.007750 0.015351 \ No newline at end of file diff --git a/labels/batch_9/000086.txt b/labels/batch_9/000086.txt new file mode 100644 index 0000000000000000000000000000000000000000..80d639a36f9a09354a82793f8bcdedf9ca013ea9 --- /dev/null +++ b/labels/batch_9/000086.txt @@ -0,0 +1,9 @@ +14 0.428728 0.388750 0.078947 0.025500 +14 0.406250 0.432625 0.071272 0.030750 +39 0.342379 0.512750 0.048794 0.029000 +59 0.603344 0.355625 0.007127 0.007250 +59 0.465461 0.356500 0.017544 0.003000 +59 0.334430 0.569875 0.009868 0.008750 +59 0.321272 0.559875 0.024123 0.007750 +59 0.319901 0.578625 0.014803 0.009250 +59 0.585526 0.055625 0.014254 0.003250 \ No newline at end of file diff --git a/labels/batch_9/000087.txt b/labels/batch_9/000087.txt new file mode 100644 index 0000000000000000000000000000000000000000..811d56e1689fc828e165186180be3d947d760aa6 --- /dev/null +++ b/labels/batch_9/000087.txt @@ -0,0 +1,3 @@ +29 0.413377 0.510000 0.065789 0.027000 +0 0.543586 0.473625 0.045504 0.017750 +31 0.151316 0.401125 0.086623 0.038750 \ No newline at end of file diff --git a/labels/batch_9/000088.txt b/labels/batch_9/000088.txt new file mode 100644 index 0000000000000000000000000000000000000000..232df3f081838b0fe61d1d98080f8f5fb80a7648 --- /dev/null +++ b/labels/batch_9/000088.txt @@ -0,0 +1,10 @@ +17 0.877193 0.095250 0.244518 0.190500 +33 0.883772 0.281125 0.058114 0.018250 +31 0.797697 0.268250 0.046053 0.024500 +58 0.564693 0.299250 0.072368 0.026000 +27 0.481634 0.396750 0.065241 0.019500 +33 0.477522 0.788875 0.080044 0.106750 +33 0.342105 0.575500 0.109649 0.039500 +59 0.435033 0.522125 0.020285 0.006250 +58 0.485197 0.525375 0.020833 0.004750 +8 0.263158 0.370750 0.023026 0.007000 \ No newline at end of file diff --git a/labels/batch_9/000089.txt b/labels/batch_9/000089.txt new file mode 100644 index 0000000000000000000000000000000000000000..eb1dcf23651f225750f7419bddc8340682339c0d --- /dev/null +++ b/labels/batch_9/000089.txt @@ -0,0 +1,2 @@ +4 0.419956 0.384000 0.025219 0.007500 +58 0.550439 0.848250 0.048246 0.021000 \ No newline at end of file diff --git a/labels/batch_9/000090.txt b/labels/batch_9/000090.txt new file mode 100644 index 0000000000000000000000000000000000000000..274b44f6df15dc7e4181ac7e75e0011ae19af509 --- /dev/null +++ b/labels/batch_9/000090.txt @@ -0,0 +1,5 @@ +12 0.367599 0.339500 0.064145 0.040000 +36 0.510143 0.394125 0.155154 0.064750 +58 0.839090 0.434875 0.053180 0.014750 +5 0.604441 0.669000 0.293311 0.104500 +7 0.736020 0.711125 0.030154 0.021250 \ No newline at end of file diff --git a/labels/batch_9/000091.txt b/labels/batch_9/000091.txt new file mode 100644 index 0000000000000000000000000000000000000000..479c168fadc2f73fb27acaa9c418b4d0b73e0072 --- /dev/null +++ b/labels/batch_9/000091.txt @@ -0,0 +1 @@ +5 0.379625 0.783443 0.129250 0.169956 \ No newline at end of file diff --git a/labels/batch_9/000092.txt b/labels/batch_9/000092.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bb39451fcf6168bd6e4e6ce6ad81ae452408164 --- /dev/null +++ b/labels/batch_9/000092.txt @@ -0,0 +1 @@ +5 0.395833 0.543875 0.055921 0.054250 \ No newline at end of file diff --git a/labels/batch_9/000093.txt b/labels/batch_9/000093.txt new file mode 100644 index 0000000000000000000000000000000000000000..6257eeb7d55986290bd96b7ef8260ba7f14775f8 --- /dev/null +++ b/labels/batch_9/000093.txt @@ -0,0 +1,3 @@ +6 0.797423 0.542250 0.108004 0.026000 +4 0.220943 0.628500 0.083333 0.043000 +7 0.191612 0.646000 0.024671 0.009500 \ No newline at end of file diff --git a/labels/batch_9/000094.txt b/labels/batch_9/000094.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a254306adca1faaf703ffcd670c7b9cd8665027 --- /dev/null +++ b/labels/batch_9/000094.txt @@ -0,0 +1,3 @@ +5 0.610000 0.484375 0.091000 0.128838 +36 0.921625 0.407895 0.048250 0.043860 +6 0.393750 0.673794 0.058000 0.148026 \ No newline at end of file diff --git a/labels/batch_9/000095.txt b/labels/batch_9/000095.txt new file mode 100644 index 0000000000000000000000000000000000000000..091264d8bb2d733ea84cd017aa617c1f193681c8 --- /dev/null +++ b/labels/batch_9/000095.txt @@ -0,0 +1,9 @@ +16 0.600877 0.268250 0.110746 0.038500 +16 0.523849 0.417000 0.101425 0.055000 +55 0.491228 0.386125 0.016447 0.013750 +58 0.260143 0.366500 0.043311 0.013500 +58 0.267818 0.473125 0.095943 0.023250 +39 0.143914 0.706125 0.080592 0.021250 +39 0.322643 0.940250 0.044408 0.043000 +58 0.362116 0.947875 0.050987 0.039750 +58 0.605537 0.300250 0.068531 0.018000 \ No newline at end of file diff --git a/labels/batch_9/000096.txt b/labels/batch_9/000096.txt new file mode 100644 index 0000000000000000000000000000000000000000..9e1c0c81cb788ff0dd5ac3a14daa112191c99ce3 --- /dev/null +++ b/labels/batch_9/000096.txt @@ -0,0 +1 @@ +55 0.647752 0.686625 0.203399 0.078250 \ No newline at end of file diff --git a/labels/batch_9/000097.txt b/labels/batch_9/000097.txt new file mode 100644 index 0000000000000000000000000000000000000000..c414c96dbb1f1333e1888d462837bc8a64fe2fba --- /dev/null +++ b/labels/batch_9/000097.txt @@ -0,0 +1,3 @@ +6 0.125250 0.485471 0.073500 0.340461 +6 0.222875 0.356634 0.057750 0.324013 +8 0.105125 0.343476 0.033250 0.055373 \ No newline at end of file diff --git a/labels/batch_9/000098.txt b/labels/batch_9/000098.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f65b1826071c72b48c1255e74a2a0c32dd822c2 --- /dev/null +++ b/labels/batch_9/000098.txt @@ -0,0 +1,2 @@ +16 0.401707 0.459887 0.552632 0.144750 +7 0.609558 0.447679 0.077303 0.034500 \ No newline at end of file diff --git a/labels/batch_9/000099.txt b/labels/batch_9/000099.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ae508b0238f5e923ecb0f48a1d35998c9617ffe --- /dev/null +++ b/labels/batch_9/000099.txt @@ -0,0 +1,3 @@ +39 0.611301 0.409375 0.277397 0.153125 +14 0.587445 0.541000 0.115680 0.084000 +6 0.680921 0.528250 0.128289 0.127500 \ No newline at end of file diff --git a/labels/classes.txt b/labels/classes.txt new file mode 100644 index 0000000000000000000000000000000000000000..449b0a6e753562e06c9d36df77317cd7a5c8f958 --- /dev/null +++ b/labels/classes.txt @@ -0,0 +1,60 @@ +Aluminium foil +Battery +Aluminium blister pack +Carded blister pack +Other plastic bottle +Clear plastic bottle +Glass bottle +Plastic bottle cap +Metal bottle cap +Broken glass +Food Can +Aerosol +Drink can +Toilet tube +Other carton +Egg carton +Drink carton +Corrugated carton +Meal carton +Pizza box +Paper cup +Disposable plastic cup +Foam cup +Glass cup +Other plastic cup +Food waste +Glass jar +Plastic lid +Metal lid +Other plastic +Magazine paper +Tissues +Wrapping paper +Normal paper +Paper bag +Plastified paper bag +Plastic film +Six pack rings +Garbage bag +Other plastic wrapper +Single-use carrier bag +Polypropylene bag +Crisp packet +Spread tub +Tupperware +Disposable food container +Foam food container +Other plastic container +Plastic glooves +Plastic utensils +Pop tab +Rope & strings +Scrap metal +Shoe +Squeezable tube +Plastic straw +Paper straw +Styrofoam piece +Unlabeled litter +Cigarette diff --git a/labels/data.yaml b/labels/data.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7241750e227d70b930a255ce7f44a374c7b632b8 --- /dev/null +++ b/labels/data.yaml @@ -0,0 +1,65 @@ +path: C:\Users\82104\Downloads\COCO_format +train: data +val: data +nc: 60 +names: +- Aluminium foil +- Battery +- Aluminium blister pack +- Carded blister pack +- Other plastic bottle +- Clear plastic bottle +- Glass bottle +- Plastic bottle cap +- Metal bottle cap +- Broken glass +- Food Can +- Aerosol +- Drink can +- Toilet tube +- Other carton +- Egg carton +- Drink carton +- Corrugated carton +- Meal carton +- Pizza box +- Paper cup +- Disposable plastic cup +- Foam cup +- Glass cup +- Other plastic cup +- Food waste +- Glass jar +- Plastic lid +- Metal lid +- Other plastic +- Magazine paper +- Tissues +- Wrapping paper +- Normal paper +- Paper bag +- Plastified paper bag +- Plastic film +- Six pack rings +- Garbage bag +- Other plastic wrapper +- Single-use carrier bag +- Polypropylene bag +- Crisp packet +- Spread tub +- Tupperware +- Disposable food container +- Foam food container +- Other plastic container +- Plastic glooves +- Plastic utensils +- Pop tab +- Rope & strings +- Scrap metal +- Shoe +- Squeezable tube +- Plastic straw +- Paper straw +- Styrofoam piece +- Unlabeled litter +- Cigarette diff --git a/labels_5classes/batch_1/000000.txt b/labels_5classes/batch_1/000000.txt new file mode 100644 index 0000000000000000000000000000000000000000..9a958ea0594240e3c9e342e4de7b7cc531f01e4d --- /dev/null +++ b/labels_5classes/batch_1/000000.txt @@ -0,0 +1 @@ +0 0.511711 0.646169 0.099545 0.096633 \ No newline at end of file diff --git a/labels_5classes/batch_1/000001.txt b/labels_5classes/batch_1/000001.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0883a705c94c385d29f5965298e1aaf94b1ef63 --- /dev/null +++ b/labels_5classes/batch_1/000001.txt @@ -0,0 +1,2 @@ +0 0.516349 0.550748 0.226452 0.133377 +0 0.620791 0.520820 0.017570 0.030579 \ No newline at end of file diff --git a/labels_5classes/batch_1/000003.txt b/labels_5classes/batch_1/000003.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed7c2f9639c0c6a4cd954c893cba0831e273c6bc --- /dev/null +++ b/labels_5classes/batch_1/000003.txt @@ -0,0 +1 @@ +4 0.540664 0.591264 0.152245 0.115666 \ No newline at end of file diff --git a/labels_5classes/batch_1/000004.txt b/labels_5classes/batch_1/000004.txt new file mode 100644 index 0000000000000000000000000000000000000000..d97dd71d26b39eec8e81ee26241c5209ba4e0faf --- /dev/null +++ b/labels_5classes/batch_1/000004.txt @@ -0,0 +1 @@ +2 0.560435 0.131824 0.074940 0.117177 \ No newline at end of file diff --git a/labels_5classes/batch_1/000005.txt 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No newline at end of file diff --git a/labels_5classes/batch_1/000008.txt b/labels_5classes/batch_1/000008.txt new file mode 100644 index 0000000000000000000000000000000000000000..60e16f975a2858fe05ae9e5ba6f7b9097a13dc35 --- /dev/null +++ b/labels_5classes/batch_1/000008.txt @@ -0,0 +1,2 @@ +4 0.465517 0.593704 0.929733 0.741337 +4 0.672739 0.306491 0.654522 0.327965 \ No newline at end of file diff --git a/labels_5classes/batch_1/000010.txt b/labels_5classes/batch_1/000010.txt new file mode 100644 index 0000000000000000000000000000000000000000..8dbe1a057e64f227b55ab5c8690b1d692dc877a9 --- /dev/null +++ b/labels_5classes/batch_1/000010.txt @@ -0,0 +1,2 @@ +0 0.573845 0.572962 0.325309 0.182528 +0 0.425504 0.495120 0.028627 0.024890 \ No newline at end of file diff --git a/labels_5classes/batch_1/000011.txt b/labels_5classes/batch_1/000011.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a6e99ff174ea101263173a77631911fa5964bbc --- /dev/null +++ b/labels_5classes/batch_1/000011.txt @@ -0,0 +1 @@ +2 0.417697 0.599805 0.156148 0.059541 \ No newline at end of file diff --git a/labels_5classes/batch_1/000012.txt b/labels_5classes/batch_1/000012.txt new file mode 100644 index 0000000000000000000000000000000000000000..02fbdad13ac81b551942e447c8840c98b375d28a --- /dev/null +++ b/labels_5classes/batch_1/000012.txt @@ -0,0 +1,2 @@ +3 0.384841 0.627623 0.276513 0.155198 +1 0.600195 0.534895 0.024073 0.012689 \ No newline at end of file diff --git a/labels_5classes/batch_1/000013.txt b/labels_5classes/batch_1/000013.txt new file mode 100644 index 0000000000000000000000000000000000000000..195ecf8c42272dbd159a867fca0c336a53f704b1 --- /dev/null +++ b/labels_5classes/batch_1/000013.txt @@ -0,0 +1 @@ +3 0.592388 0.633480 0.129473 0.170815 \ No newline at end of file diff --git a/labels_5classes/batch_1/000014.txt b/labels_5classes/batch_1/000014.txt new file mode 100644 index 0000000000000000000000000000000000000000..b60e0534978d2dffecc8843bef6c3de7a5a653e5 --- /dev/null +++ b/labels_5classes/batch_1/000014.txt @@ -0,0 +1,6 @@ +0 0.737801 0.515617 0.080677 0.071742 +0 0.673715 0.683992 0.158100 0.091264 +2 0.508458 0.561005 0.142485 0.078575 +1 0.349707 0.570766 0.177619 0.133236 +4 0.654196 0.543436 0.220560 0.101025 +0 0.555953 0.468277 0.103448 0.048316 \ No newline at end of file diff --git a/labels_5classes/batch_1/000015.txt b/labels_5classes/batch_1/000015.txt new file mode 100644 index 0000000000000000000000000000000000000000..e564aa957a4291b2d4591a7436743e1745422cc4 --- /dev/null +++ b/labels_5classes/batch_1/000015.txt @@ -0,0 +1,2 @@ +1 0.937866 0.738409 0.124268 0.142509 +1 0.601496 0.561981 0.125569 0.091264 \ No newline at end of file diff --git a/labels_5classes/batch_1/000016.txt b/labels_5classes/batch_1/000016.txt new file mode 100644 index 0000000000000000000000000000000000000000..2099b2e5feb289c74a12a6a891cc7ff35115d882 --- /dev/null +++ b/labels_5classes/batch_1/000016.txt @@ -0,0 +1 @@ +3 0.526350 0.513909 0.281067 0.116154 \ No newline at end of file diff --git a/labels_5classes/batch_1/000017.txt b/labels_5classes/batch_1/000017.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a5fb4fad7acadca6bed10c8c4666611e1b3de4c --- /dev/null +++ b/labels_5classes/batch_1/000017.txt @@ -0,0 +1 @@ +3 0.526025 0.349683 0.124268 0.182040 \ No newline at end of file diff --git a/labels_5classes/batch_1/000019.txt b/labels_5classes/batch_1/000019.txt new file mode 100644 index 0000000000000000000000000000000000000000..5e064efd85705345d369c42134b72400e1c018ba --- /dev/null +++ b/labels_5classes/batch_1/000019.txt @@ -0,0 +1,4 @@ +0 0.212787 0.781392 0.221571 0.365647 +0 0.635188 0.679896 0.087360 0.290176 +0 0.316496 0.950878 0.014153 0.025374 +2 0.370669 0.488289 0.166423 0.263500 \ No newline at end of file diff --git a/labels_5classes/batch_1/000021.txt b/labels_5classes/batch_1/000021.txt new file mode 100644 index 0000000000000000000000000000000000000000..002c1cb4553b6e9bb75b97cf334336af7f91dda1 --- /dev/null +++ b/labels_5classes/batch_1/000021.txt @@ -0,0 +1,2 @@ +3 0.583455 0.509759 0.335286 0.189330 +1 0.290386 0.594340 0.330893 0.271308 \ No newline at end of file diff --git a/labels_5classes/batch_1/000022.txt b/labels_5classes/batch_1/000022.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7f4fbb882672657694c16c8eaebbc60fb611c02 --- /dev/null +++ b/labels_5classes/batch_1/000022.txt @@ -0,0 +1,2 @@ +3 0.515861 0.794405 0.400195 0.244632 +1 0.253782 0.954782 0.202050 0.087833 \ No newline at end of file diff --git a/labels_5classes/batch_1/000023.txt b/labels_5classes/batch_1/000023.txt new file mode 100644 index 0000000000000000000000000000000000000000..5fec15f9c413a62530d1b0564d84dc3465f1b27d --- /dev/null +++ b/labels_5classes/batch_1/000023.txt @@ -0,0 +1,7 @@ +0 0.337345 0.757199 0.190631 0.107857 +2 0.722186 0.530015 0.123617 0.104441 +2 0.642811 0.769156 0.109304 0.081015 +2 0.516265 0.781601 0.143787 0.050268 +2 0.725439 0.426550 0.093689 0.080039 +2 0.761874 0.575647 0.011711 0.013177 +0 0.251464 0.713275 0.020169 0.023914 \ No newline at end of file diff --git a/labels_5classes/batch_1/000024.txt b/labels_5classes/batch_1/000024.txt new file mode 100644 index 0000000000000000000000000000000000000000..df44d250ecd4c35909e5caca3b9b476dbfb48365 --- /dev/null +++ b/labels_5classes/batch_1/000024.txt @@ -0,0 +1,3 @@ +2 0.230644 0.777696 0.177619 0.133236 +2 0.486337 0.476330 0.147690 0.113226 +0 0.342225 0.582235 0.081978 0.079063 \ No newline at end of file diff --git a/labels_5classes/batch_1/000025.txt b/labels_5classes/batch_1/000025.txt new file mode 100644 index 0000000000000000000000000000000000000000..b8c7f4c017f541c883d3772f28ca330ea2efc785 --- /dev/null +++ b/labels_5classes/batch_1/000025.txt @@ -0,0 +1,3 @@ +2 0.368575 0.600781 0.316851 0.171791 +2 0.495446 0.650073 0.016265 0.041972 +4 0.963565 0.698145 0.071568 0.133236 \ No newline at end of file diff --git a/labels_5classes/batch_1/000026.txt b/labels_5classes/batch_1/000026.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5e53c6c1317df09a23dd50b26976876b9cd2f5d --- /dev/null +++ b/labels_5classes/batch_1/000026.txt @@ -0,0 +1 @@ +2 0.521145 0.542704 0.318803 0.163982 \ No newline at end of file diff --git a/labels_5classes/batch_1/000027.txt b/labels_5classes/batch_1/000027.txt new file mode 100644 index 0000000000000000000000000000000000000000..e1cf31edc4671a9fd3015a2ddf8da4c887deac76 --- /dev/null +++ b/labels_5classes/batch_1/000027.txt @@ -0,0 +1 @@ +2 0.582628 0.509761 0.296031 0.319668 \ No newline at end of file diff --git a/labels_5classes/batch_1/000028.txt b/labels_5classes/batch_1/000028.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b463efdf76aec7704e7a811dc5fd24835225ad8 --- /dev/null +++ b/labels_5classes/batch_1/000028.txt @@ -0,0 +1,2 @@ +0 0.524398 0.391166 0.592062 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0000000000000000000000000000000000000000..0bb20272dbd7fdde0dbc8c2535452370d5669e90 --- /dev/null +++ b/labels_5classes/batch_9/000071.txt @@ -0,0 +1,3 @@ +1 0.347862 0.299375 0.302083 0.083750 +0 0.644737 0.678875 0.101974 0.122750 +1 0.901316 0.636000 0.063596 0.048500 \ No newline at end of file diff --git a/labels_5classes/batch_9/000072.txt b/labels_5classes/batch_9/000072.txt new file mode 100644 index 0000000000000000000000000000000000000000..2480dcb2875f98bd17b4419ab7d88923201b2949 --- /dev/null +++ b/labels_5classes/batch_9/000072.txt @@ -0,0 +1,2 @@ +0 0.467000 0.547149 0.040000 0.065789 +4 0.581000 0.307018 0.096000 0.037281 \ No newline at end of file diff --git a/labels_5classes/batch_9/000073.txt b/labels_5classes/batch_9/000073.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b7c19c344325bda870dd092d461e1a154f8e6a1 --- /dev/null +++ b/labels_5classes/batch_9/000073.txt @@ -0,0 +1,2 @@ +1 0.487116 0.615500 0.144189 0.051500 +4 0.673520 0.467125 0.153509 0.053750 \ No newline at end of file diff --git a/labels_5classes/batch_9/000074.txt b/labels_5classes/batch_9/000074.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b5217813999a7ab0301dab6395f9cc1a5532b3c --- /dev/null +++ b/labels_5classes/batch_9/000074.txt @@ -0,0 +1,4 @@ +3 0.394332 0.531589 0.058662 0.024250 +3 0.429825 0.547304 0.063596 0.034250 +0 0.752467 0.490208 0.043311 0.022250 +4 0.440933 0.506851 0.027961 0.007250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000075.txt b/labels_5classes/batch_9/000075.txt new file mode 100644 index 0000000000000000000000000000000000000000..ada53ba681d6e956c7d2a498ffc3ac468dd82d0c --- /dev/null +++ b/labels_5classes/batch_9/000075.txt @@ -0,0 +1,4 @@ +0 0.648849 0.508750 0.049890 0.021000 +3 0.520285 0.649750 0.064693 0.047000 +3 0.445175 0.642375 0.069079 0.040750 +1 0.382675 0.945625 0.050439 0.026750 \ No newline at end of file diff --git a/labels_5classes/batch_9/000076.txt b/labels_5classes/batch_9/000076.txt new file mode 100644 index 0000000000000000000000000000000000000000..2401ee56cbd1e7d5e08950c4b80febe497e38744 --- /dev/null +++ b/labels_5classes/batch_9/000076.txt @@ -0,0 +1,2 @@ +3 0.232625 0.738761 0.036750 0.211075 +4 0.181000 0.759320 0.028000 0.141447 \ No newline at end of file diff --git a/labels_5classes/batch_9/000077.txt b/labels_5classes/batch_9/000077.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5a95325a95d9640fc6a385db21706064bfb161c --- /dev/null +++ b/labels_5classes/batch_9/000077.txt @@ -0,0 +1 @@ +0 0.407107 0.785936 0.017000 0.033443 \ No newline at end of file diff --git a/labels_5classes/batch_9/000078.txt b/labels_5classes/batch_9/000078.txt new file mode 100644 index 0000000000000000000000000000000000000000..384bb1a410552ee01eb988b4ad48c54bb4c975ad --- /dev/null +++ b/labels_5classes/batch_9/000078.txt @@ -0,0 +1,3 @@ +1 0.564967 0.161125 0.199013 0.039750 +4 0.212719 0.880375 0.036184 0.014750 +4 0.386787 0.815250 0.034539 0.027500 \ No newline at end of file diff --git a/labels_5classes/batch_9/000079.txt b/labels_5classes/batch_9/000079.txt new file mode 100644 index 0000000000000000000000000000000000000000..7169697ff0216fd11d9332c98b5fb10d3964c646 --- /dev/null +++ b/labels_5classes/batch_9/000079.txt @@ -0,0 +1,2 @@ +0 0.431743 0.340125 0.013706 0.005250 +0 0.556743 0.420000 0.046601 0.027000 \ No newline at end of file diff --git a/labels_5classes/batch_9/000080.txt b/labels_5classes/batch_9/000080.txt new file mode 100644 index 0000000000000000000000000000000000000000..586560f61425c8d22482c4827aded114ab9e1705 --- /dev/null +++ b/labels_5classes/batch_9/000080.txt @@ -0,0 +1,15 @@ +2 0.504934 0.688750 0.077851 0.048500 +4 0.412007 0.622500 0.029057 0.004000 +4 0.608827 0.685250 0.029057 0.010500 +4 0.455318 0.794750 0.035636 0.007000 +1 0.425164 0.741750 0.110197 0.059000 +1 0.453125 0.562750 0.014803 0.005500 +2 0.367873 0.462250 0.020833 0.007500 +4 0.405976 0.263125 0.011513 0.004250 +4 0.406524 0.899000 0.010417 0.015500 +4 0.931743 0.872500 0.021382 0.019500 +4 0.772478 0.951500 0.020833 0.016500 +4 0.166393 0.627500 0.027961 0.006500 +4 0.329221 0.385375 0.013706 0.008750 +4 0.655976 0.365125 0.014803 0.008250 +4 0.869792 0.805375 0.019189 0.011750 \ No newline at end of file diff --git a/labels_5classes/batch_9/000081.txt b/labels_5classes/batch_9/000081.txt new file mode 100644 index 0000000000000000000000000000000000000000..6b4c35ecdf4d39656c935ce6f3ca81c2090e0c33 --- /dev/null +++ b/labels_5classes/batch_9/000081.txt @@ -0,0 +1,2 @@ +0 0.894737 0.443125 0.071272 0.025250 +1 0.552357 0.562750 0.058662 0.052000 \ No newline at end of file diff --git a/labels_5classes/batch_9/000082.txt b/labels_5classes/batch_9/000082.txt new file mode 100644 index 0000000000000000000000000000000000000000..02646180d1fb2edbb7a50216739366bee4c83078 --- /dev/null +++ b/labels_5classes/batch_9/000082.txt @@ -0,0 +1 @@ +1 0.853344 0.243125 0.094846 0.042250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000083.txt b/labels_5classes/batch_9/000083.txt new file mode 100644 index 0000000000000000000000000000000000000000..23d519ddddaa6434f52af76511023e54ada84f6f --- /dev/null +++ b/labels_5classes/batch_9/000083.txt @@ -0,0 +1 @@ +2 0.529605 0.388375 0.270833 0.177250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000084.txt b/labels_5classes/batch_9/000084.txt new file mode 100644 index 0000000000000000000000000000000000000000..3a48dc3b16baae6f76da9211058c391f0fcc1ecb --- /dev/null +++ b/labels_5classes/batch_9/000084.txt @@ -0,0 +1,11 @@ +0 0.637610 0.470375 0.169956 0.051750 +0 0.523575 0.500625 0.161184 0.030750 +0 0.707785 0.488125 0.032895 0.014750 +4 0.460526 0.456750 0.054825 0.041000 +4 0.341831 0.497250 0.081689 0.045500 +4 0.110197 0.779375 0.186404 0.066250 +2 0.808114 0.883000 0.067982 0.009500 +4 0.735197 0.546500 0.043860 0.019000 +2 0.395559 0.716000 0.080592 0.007000 +0 0.586623 0.435875 0.161184 0.056250 +2 0.554002 0.565750 0.021382 0.011000 \ No newline at end of file diff --git a/labels_5classes/batch_9/000085.txt b/labels_5classes/batch_9/000085.txt new file mode 100644 index 0000000000000000000000000000000000000000..e252b6e92afcaf77b630a11510e73bb174c92827 --- /dev/null +++ b/labels_5classes/batch_9/000085.txt @@ -0,0 +1,5 @@ +4 0.304250 0.434594 0.010500 0.013158 +4 0.393250 0.328509 0.051000 0.079496 +4 0.023625 0.935581 0.016250 0.021382 +4 0.395125 0.394737 0.013750 0.009868 +4 0.403875 0.383224 0.007750 0.015351 \ No newline at end of file diff --git a/labels_5classes/batch_9/000086.txt b/labels_5classes/batch_9/000086.txt new file mode 100644 index 0000000000000000000000000000000000000000..1abd6866f4c5d35b63f27baa1547740378c4793f --- /dev/null +++ b/labels_5classes/batch_9/000086.txt @@ -0,0 +1,9 @@ +4 0.428728 0.388750 0.078947 0.025500 +4 0.406250 0.432625 0.071272 0.030750 +1 0.342379 0.512750 0.048794 0.029000 +4 0.603344 0.355625 0.007127 0.007250 +4 0.465461 0.356500 0.017544 0.003000 +4 0.334430 0.569875 0.009868 0.008750 +4 0.321272 0.559875 0.024123 0.007750 +4 0.319901 0.578625 0.014803 0.009250 +4 0.585526 0.055625 0.014254 0.003250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000087.txt b/labels_5classes/batch_9/000087.txt new file mode 100644 index 0000000000000000000000000000000000000000..00bb30b9fd2473318abf01fc18d6a9dc29229634 --- /dev/null +++ b/labels_5classes/batch_9/000087.txt @@ -0,0 +1,3 @@ +0 0.413377 0.510000 0.065789 0.027000 +2 0.543586 0.473625 0.045504 0.017750 +4 0.151316 0.401125 0.086623 0.038750 \ No newline at end of file diff --git a/labels_5classes/batch_9/000088.txt b/labels_5classes/batch_9/000088.txt new file mode 100644 index 0000000000000000000000000000000000000000..78661e52d04cb9555609525d4db5293c48df4671 --- /dev/null +++ b/labels_5classes/batch_9/000088.txt @@ -0,0 +1,10 @@ +4 0.877193 0.095250 0.244518 0.190500 +4 0.883772 0.281125 0.058114 0.018250 +4 0.797697 0.268250 0.046053 0.024500 +4 0.564693 0.299250 0.072368 0.026000 +0 0.481634 0.396750 0.065241 0.019500 +4 0.477522 0.788875 0.080044 0.106750 +4 0.342105 0.575500 0.109649 0.039500 +4 0.435033 0.522125 0.020285 0.006250 +4 0.485197 0.525375 0.020833 0.004750 +2 0.263158 0.370750 0.023026 0.007000 \ No newline at end of file diff --git a/labels_5classes/batch_9/000089.txt b/labels_5classes/batch_9/000089.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8bca9d263d6e6e32b27c113256220bef698016e --- /dev/null +++ b/labels_5classes/batch_9/000089.txt @@ -0,0 +1,2 @@ +0 0.419956 0.384000 0.025219 0.007500 +4 0.550439 0.848250 0.048246 0.021000 \ No newline at end of file diff --git a/labels_5classes/batch_9/000090.txt b/labels_5classes/batch_9/000090.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c6197523c70f474e7333bb37ab6501e35f3477a --- /dev/null +++ b/labels_5classes/batch_9/000090.txt @@ -0,0 +1,5 @@ +2 0.367599 0.339500 0.064145 0.040000 +1 0.510143 0.394125 0.155154 0.064750 +4 0.839090 0.434875 0.053180 0.014750 +0 0.604441 0.669000 0.293311 0.104500 +0 0.736020 0.711125 0.030154 0.021250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000091.txt b/labels_5classes/batch_9/000091.txt new file mode 100644 index 0000000000000000000000000000000000000000..12061a441e0f9781d8a7496fe4a81841cd069658 --- /dev/null +++ b/labels_5classes/batch_9/000091.txt @@ -0,0 +1 @@ +0 0.379625 0.783443 0.129250 0.169956 \ No newline at end of file diff --git a/labels_5classes/batch_9/000092.txt b/labels_5classes/batch_9/000092.txt new file mode 100644 index 0000000000000000000000000000000000000000..011418eb276d94d09e096dee818423c0dbf32661 --- /dev/null +++ b/labels_5classes/batch_9/000092.txt @@ -0,0 +1 @@ +0 0.395833 0.543875 0.055921 0.054250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000093.txt b/labels_5classes/batch_9/000093.txt new file mode 100644 index 0000000000000000000000000000000000000000..24a7d35b7431a84daa702e7202587ac85b42a43d --- /dev/null +++ b/labels_5classes/batch_9/000093.txt @@ -0,0 +1,3 @@ +3 0.797423 0.542250 0.108004 0.026000 +0 0.220943 0.628500 0.083333 0.043000 +0 0.191612 0.646000 0.024671 0.009500 \ No newline at end of file diff --git a/labels_5classes/batch_9/000094.txt b/labels_5classes/batch_9/000094.txt new file mode 100644 index 0000000000000000000000000000000000000000..da3441c5b5bcebfaa448003d4a1accf026487ec8 --- /dev/null +++ b/labels_5classes/batch_9/000094.txt @@ -0,0 +1,3 @@ +0 0.610000 0.484375 0.091000 0.128838 +1 0.921625 0.407895 0.048250 0.043860 +3 0.393750 0.673794 0.058000 0.148026 \ No newline at end of file diff --git a/labels_5classes/batch_9/000095.txt b/labels_5classes/batch_9/000095.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ad0bc46831c7eb5e98aef04f63c3c82734cbe8a --- /dev/null +++ b/labels_5classes/batch_9/000095.txt @@ -0,0 +1,9 @@ +4 0.600877 0.268250 0.110746 0.038500 +4 0.523849 0.417000 0.101425 0.055000 +0 0.491228 0.386125 0.016447 0.013750 +4 0.260143 0.366500 0.043311 0.013500 +4 0.267818 0.473125 0.095943 0.023250 +1 0.143914 0.706125 0.080592 0.021250 +1 0.322643 0.940250 0.044408 0.043000 +4 0.362116 0.947875 0.050987 0.039750 +4 0.605537 0.300250 0.068531 0.018000 \ No newline at end of file diff --git a/labels_5classes/batch_9/000096.txt b/labels_5classes/batch_9/000096.txt new file mode 100644 index 0000000000000000000000000000000000000000..ed115a46832a23825ef83a629c8b1db47936be83 --- /dev/null +++ b/labels_5classes/batch_9/000096.txt @@ -0,0 +1 @@ +0 0.647752 0.686625 0.203399 0.078250 \ No newline at end of file diff --git a/labels_5classes/batch_9/000097.txt b/labels_5classes/batch_9/000097.txt new file mode 100644 index 0000000000000000000000000000000000000000..3be0b485ff0ea261d6c4b902bcc1448aa9b798a6 --- /dev/null +++ b/labels_5classes/batch_9/000097.txt @@ -0,0 +1,3 @@ +3 0.125250 0.485471 0.073500 0.340461 +3 0.222875 0.356634 0.057750 0.324013 +2 0.105125 0.343476 0.033250 0.055373 \ No newline at end of file diff --git a/labels_5classes/batch_9/000098.txt b/labels_5classes/batch_9/000098.txt new file mode 100644 index 0000000000000000000000000000000000000000..edbad4dcb2e5efcfd742d7b0c06d0c97eb2d80f8 --- /dev/null +++ b/labels_5classes/batch_9/000098.txt @@ -0,0 +1,2 @@ +4 0.401707 0.459887 0.552632 0.144750 +0 0.609558 0.447679 0.077303 0.034500 \ No newline at end of file diff --git a/labels_5classes/batch_9/000099.txt b/labels_5classes/batch_9/000099.txt new file mode 100644 index 0000000000000000000000000000000000000000..f0c46f15e94e6e86e52474fcd9735bb104f22407 --- /dev/null +++ b/labels_5classes/batch_9/000099.txt @@ -0,0 +1,3 @@ +1 0.611301 0.409375 0.277397 0.153125 +4 0.587445 0.541000 0.115680 0.084000 +3 0.680921 0.528250 0.128289 0.127500 \ No newline at end of file diff --git a/labels_5classes/classes.txt b/labels_5classes/classes.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bbf12714628eb21ade8c29664b4988805f0a6d9 --- /dev/null +++ b/labels_5classes/classes.txt @@ -0,0 +1,5 @@ +Plastic +Vinyl +Can +Glass +Paper diff --git a/labels_5classes/classes_kr.txt b/labels_5classes/classes_kr.txt new file mode 100644 index 0000000000000000000000000000000000000000..122db28dd1076b747a3da2e38ae129d9649e7ac4 --- /dev/null +++ b/labels_5classes/classes_kr.txt @@ -0,0 +1,5 @@ +플라스틱 +비닐 +캔 +유리 +종이 diff --git a/labels_5classes/data.yaml b/labels_5classes/data.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7f35d8133b638d47007e4179fe2f618fe0f6250b --- /dev/null +++ b/labels_5classes/data.yaml @@ -0,0 +1,10 @@ +path: C:\Users\82104\Downloads\COCO_format +train: data +val: data +nc: 5 +names: +- Plastic +- Vinyl +- Can +- Glass +- Paper diff --git a/meta_df.csv b/meta_df.csv new file mode 100644 index 0000000000000000000000000000000000000000..297f24135757b23c6c32643cd0ad18809435f86e --- /dev/null +++ b/meta_df.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af07401cbc7653dc436eec5f2e8e3d63803ed4a901b10e3d85c7d2566867e277 +size 501007 diff --git a/remap_to_5_classes.py b/remap_to_5_classes.py new file mode 100644 index 0000000000000000000000000000000000000000..600db08e3928003ca1933686f71927d1f69d9074 --- /dev/null +++ b/remap_to_5_classes.py @@ -0,0 +1,285 @@ +""" +60개 세부 카테고리를 5개 대분류로 재분류하는 스크립트 +0: 플라스틱 +1: 비닐 +2: 캔 +3: 유리 +4: 종이 +""" + +import os +from pathlib import Path +from tqdm import tqdm + +# 원본 60개 클래스를 5개 대분류로 매핑 +# 클래스 ID는 0부터 시작 (classes.txt의 라인 번호 - 1) +CLASS_MAPPING = { + # 캔/금속류 (2) + 0: 2, # Aluminium foil -> 캔 + 1: 2, # Battery -> 캔 + 2: 2, # Aluminium blister pack -> 캔 + 3: 4, # Carded blister pack -> 종이 + + # 플라스틱 병/뚜껑 (0) + 4: 0, # Other plastic bottle -> 플라스틱 + 5: 0, # Clear plastic bottle -> 플라스틱 + 6: 3, # Glass bottle -> 유리 + 7: 0, # Plastic bottle cap -> 플라스틱 + 8: 2, # Metal bottle cap -> 캔 + 9: 3, # Broken glass -> 유리 + + # 캔 (2) + 10: 2, # Food Can -> 캔 + 11: 2, # Aerosol -> 캔 + 12: 2, # Drink can -> 캔 + + # 종이 (4) + 13: 4, # Toilet tube -> 종이 + 14: 4, # Other carton -> 종이 + 15: 4, # Egg carton -> 종이 + 16: 4, # Drink carton -> 종이 + 17: 4, # Corrugated carton -> 종이 + 18: 4, # Meal carton -> 종이 + 19: 4, # Pizza box -> 종이 + + # 컵류 + 20: 4, # Paper cup -> 종이 + 21: 0, # Disposable plastic cup -> 플라스틱 + 22: 0, # Foam cup -> 플라스틱 + 23: 3, # Glass cup -> 유리 + 24: 0, # Other plastic cup -> 플라스틱 + + # 기타 + 25: 4, # Food waste -> 종이 (임시) + 26: 3, # Glass jar -> 유리 + 27: 0, # Plastic lid -> 플라스틱 + 28: 2, # Metal lid -> 캔 + 29: 0, # Other plastic -> 플라스틱 + + # 종이류 (4) + 30: 4, # Magazine paper -> 종이 + 31: 4, # Tissues -> 종이 + 32: 4, # Wrapping paper -> 종이 + 33: 4, # Normal paper -> 종이 + 34: 4, # Paper bag -> 종이 + 35: 4, # Plastified paper bag -> 종이 + + # 비닐/플라스틱 필름 (1) + 36: 1, # Plastic film -> 비닐 + 37: 0, # Six pack rings -> 플라스틱 + 38: 1, # Garbage bag -> 비닐 + 39: 1, # Other plastic wrapper -> 비닐 + 40: 1, # Single-use carrier bag -> 비닐 + 41: 1, # Polypropylene bag -> 비닐 + 42: 1, # Crisp packet -> 비닐 + + # 플라스틱 용기 (0) + 43: 0, # Spread tub -> 플라스틱 + 44: 0, # Tupperware -> 플라스틱 + 45: 0, # Disposable food container -> 플라스틱 + 46: 0, # Foam food container -> 플라스틱 + 47: 0, # Other plastic container -> 플라스틱 + + # 플라스틱 제품 + 48: 0, # Plastic glooves -> 플라스틱 + 49: 0, # Plastic utensils -> 플라스틱 + + # 캔/금속 + 50: 2, # Pop tab -> 캔 + 51: 0, # Rope & strings -> 플라스틱 + 52: 2, # Scrap metal -> 캔 + + # 기타 + 53: 0, # Shoe -> 플라스틱 (임시) + 54: 0, # Squeezable tube -> 플라스틱 + 55: 0, # Plastic straw -> 플라스틱 + 56: 4, # Paper straw -> 종이 + 57: 0, # Styrofoam piece -> 플라스틱 + 58: 4, # Unlabeled litter -> 종이 (임시) + 59: 4, # Cigarette -> 종이 (임시) +} + +# 새로운 5개 클래스 이름 +NEW_CLASSES = [ + "Plastic", # 0 + "Vinyl", # 1 + "Can", # 2 + "Glass", # 3 + "Paper" # 4 +] + +NEW_CLASSES_KR = [ + "플라스틱", # 0 + "비닐", # 1 + "캔", # 2 + "유리", # 3 + "종이" # 4 +] + + +def remap_labels(labels_dir, output_dir): + """ + YOLO 레이블 파일들의 클래스 ID를 5개 대분류로 재매핑 + + Args: + labels_dir: 원본 레이블 디렉토리 (60개 클래스) + output_dir: 출력 레이블 디렉토리 (5개 클래스) + """ + labels_path = Path(labels_dir) + output_path = Path(output_dir) + + # 출력 디렉토리 생성 + output_path.mkdir(parents=True, exist_ok=True) + + # 배치 폴더별로 출력 디렉토리 생성 + for batch_num in range(1, 16): + batch_dir = output_path / f'batch_{batch_num}' + batch_dir.mkdir(exist_ok=True) + + # 모든 .txt 레이블 파일 찾기 + label_files = list(labels_path.glob('**/*.txt')) + # classes.txt 제외 + label_files = [f for f in label_files if f.name != 'classes.txt'] + + print(f"Found {len(label_files)} label files") + + remapped_count = 0 + total_annotations = 0 + class_distribution = {i: 0 for i in range(5)} + + # 각 레이블 파일 처리 + for label_file in tqdm(label_files, desc="Remapping labels"): + # 상대 경로 구하기 (batch_1/000006.txt) + relative_path = label_file.relative_to(labels_path) + output_file = output_path / relative_path + + # 레이블 파일 읽기 + with open(label_file, 'r') as f: + lines = f.readlines() + + # 클래스 ID 재매핑 + new_lines = [] + for line in lines: + parts = line.strip().split() + if len(parts) != 5: + continue + + old_class_id = int(parts[0]) + x_center, y_center, width, height = parts[1:] + + # 새로운 클래스 ID로 매핑 + new_class_id = CLASS_MAPPING.get(old_class_id, 0) + + # 통계 + class_distribution[new_class_id] += 1 + total_annotations += 1 + + # 새로운 라인 생성 + new_line = f"{new_class_id} {x_center} {y_center} {width} {height}" + new_lines.append(new_line) + + # 재매핑된 레이블 파일 저장 + with open(output_file, 'w') as f: + f.write('\n'.join(new_lines)) + + remapped_count += 1 + + # 새로운 classes.txt 생성 + classes_file = output_path / 'classes.txt' + with open(classes_file, 'w', encoding='utf-8') as f: + for cls in NEW_CLASSES: + f.write(f"{cls}\n") + + # 한글 버전도 생성 + classes_kr_file = output_path / 'classes_kr.txt' + with open(classes_kr_file, 'w', encoding='utf-8') as f: + for cls in NEW_CLASSES_KR: + f.write(f"{cls}\n") + + # 통계 출력 + print(f"\n{'='*50}") + print(f"Remapping completed!") + print(f"{'='*50}") + print(f"Total label files: {remapped_count}") + print(f"Total annotations: {total_annotations}") + print(f"\nClass distribution:") + for class_id, count in class_distribution.items(): + percentage = (count / total_annotations * 100) if total_annotations > 0 else 0 + print(f" {class_id} ({NEW_CLASSES_KR[class_id]:>5s}): {count:4d} ({percentage:5.2f}%)") + print(f"\nOutput directory: {output_path.absolute()}") + print(f"Classes file: {classes_file.absolute()}") + + return class_distribution + + +def create_data_yaml(output_dir): + """ + 새로운 5개 클래스를 위한 data.yaml 파일 생성 + """ + import yaml + + output_path = Path(output_dir) + + # data.yaml 내용 생성 + data_yaml = { + 'path': str(Path.cwd().absolute()), + 'train': 'data', + 'val': 'data', + 'nc': 5, + 'names': NEW_CLASSES + } + + yaml_file = output_path / 'data.yaml' + with open(yaml_file, 'w', encoding='utf-8') as f: + yaml.dump(data_yaml, f, allow_unicode=True, sort_keys=False) + + print(f"\nCreated data.yaml: {yaml_file.absolute()}") + return yaml_file + + +def show_mapping_table(): + """매핑 테이블을 보기 좋게 출력""" + print("\n" + "="*80) + print("60개 클래스 -> 5개 대분류 매핑") + print("="*80) + + # 원본 클래스 이름 읽기 + with open('labels/classes.txt', 'r', encoding='utf-8') as f: + original_classes = [line.strip() for line in f.readlines() if line.strip()] + + # 대분류별로 그룹화 + grouped = {i: [] for i in range(5)} + for old_id, new_id in CLASS_MAPPING.items(): + if old_id < len(original_classes): + grouped[new_id].append((old_id, original_classes[old_id])) + + # 출력 + for new_id in range(5): + print(f"\n[{new_id}] {NEW_CLASSES_KR[new_id]} ({NEW_CLASSES[new_id]}):") + for old_id, class_name in sorted(grouped[new_id]): + print(f" {old_id:2d}. {class_name}") + print("="*80 + "\n") + + +if __name__ == '__main__': + # 매핑 테이블 출력 + show_mapping_table() + + # 확인 + response = input("위 매핑으로 재분류하시겠습니까? (y/n): ") + if response.lower() != 'y': + print("취소되었습니다.") + exit(0) + + # 설정 + labels_dir = 'labels' # 원본 레이블 (60개 클래스) + output_dir = 'labels_5classes' # 새 레이블 (5개 클래스) + + # 재매핑 실행 + class_dist = remap_labels(labels_dir, output_dir) + + # data.yaml 생성 + try: + create_data_yaml(output_dir) + except ImportError: + print("\nNote: PyYAML not installed. Skipping data.yaml creation.")