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  1. README.md +39 -0
  2. README.pdf +0 -0
  3. label.py +109 -0
  4. requirements.txt +1 -0
README.md ADDED
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+ # README
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+
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+ ## 运行环境
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+
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+ ```bash
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+ conda create -n label python=3.10
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+ conda activate label
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+ pip install -r requirements.txt
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+ ```
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+
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+
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+
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+ ## 视频类型描述
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+
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+ | 类型 | 描述 | |
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+ | :--: | :--------------------------: | ---- |
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+ | 0 | 相机旋转,主体静止 | |
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+ | 1 | 相机大幅旋转,主体有一定运动 | |
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+ | 2 | 除以上两类之外 | |
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+
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+ ## 代码使用方法
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+
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+ 在`label.py`中将`main`函数中`batch_file`变量赋值为需要标注的视频文件夹名字
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+
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+ 在终端中运行以下命令,将自动生成与标注文件夹同名的csv文件
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+
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+ ```bash
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+ python label.py
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+ ```
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+
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+ 若环境配置正确,将自动播放视频,在命令行中将输出视频的名字以及标注进度,在播放过程中可以按下`q`中断播放直接开始进行标注
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+
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+ 在标注环节,输入0, 1, 2,将自动在csv文件中修改对应文件的label,并播放下一个视频;
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+
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+ 输入`r`,将重新播放视频;
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+
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+ 输入`w`将关闭程序,下次将从第一个未标注的视频开始播放
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+
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+ 标注结束后,将csv文件回收即可
README.pdf ADDED
Binary file (89.9 kB). View file
 
label.py ADDED
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+ import os
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+ import csv
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+ import cv2
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+
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+ VIDEO_EXTENSIONS = [".mp4", ".webm", ".mkv"]
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+
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+ def list_video_files(folder_path):
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+ return [f for f in os.listdir(folder_path) if os.path.splitext(f)[1].lower() in VIDEO_EXTENSIONS]
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+
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+ def load_csv(csv_path):
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+ with open(csv_path, 'r', newline='', encoding='utf-8') as csv_file:
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+ reader = csv.reader(csv_file)
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+ next(reader) # Skip header
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+ return list(reader)
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+
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+ def save_csv(csv_path, data):
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+ with open(csv_path, 'w', newline='', encoding='utf-8') as csv_file:
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+ writer = csv.writer(csv_file)
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+ writer.writerow(["filename", "label"])
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+ writer.writerows(data)
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+
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+ def find_first_unlabeled(data):
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+ for i, row in enumerate(data):
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+ if row[1] == '-1':
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+ return i
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+ return -1
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+
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+ def create_label_csv(folder_path, csv_file_path):
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+ video_files = list_video_files(folder_path)
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+ if not video_files:
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+ print(f"No video files found in {folder_path}")
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+ return
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+
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+ folder_name = os.path.basename(folder_path)
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+ csv_file_path = os.path.join(csv_file_path, f"{folder_name}.csv")
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+
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+ with open(csv_file_path, mode='w', newline='', encoding='utf-8') as csv_file:
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+ writer = csv.writer(csv_file)
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+ writer.writerow(["filename", "label"])
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+ for video_file in video_files:
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+ writer.writerow([video_file, -1])
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+ print(f"CSV file created: {csv_file_path}")
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+
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+ def play_video(video_path):
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+ cap = cv2.VideoCapture(video_path)
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+ if not cap.isOpened():
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+ print(f"Failed to open video: {video_path}")
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+ return
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+
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+ print("Press 'q' to end view.")
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+ while True:
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+ ret, frame = cap.read()
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+ if not ret:
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+ break
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+ cv2.imshow(os.path.basename(video_path), frame)
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+ if cv2.waitKey(25) & 0xFF == ord('q'):
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+ break
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+
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+ cap.release()
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+ cv2.destroyAllWindows()
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+
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+ def label_videos(folder_path, csv_file_path):
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+ csv_path = os.path.join(csv_file_path, f"{os.path.basename(folder_path)}.csv")
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+ if not os.path.exists(csv_path):
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+ print(f"CSV file not found: {csv_path}, creating...")
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+ create_label_csv(folder_path, csv_file_path)
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+
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+ data = load_csv(csv_path)
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+ total_videos = len(data)
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+ unlabeled_index = find_first_unlabeled(data)
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+
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+ if unlabeled_index == -1:
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+ print("All videos are labeled.")
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+ return
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+
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+ while unlabeled_index < total_videos:
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+ video_name, label = data[unlabeled_index]
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+ video_path = os.path.join(folder_path, video_name)
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+
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+ print(f"Current video: {video_name}")
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+ print(f"Progress: {unlabeled_index + 1}/{total_videos} ({(unlabeled_index + 1) / total_videos * 100:.2f}%)")
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+
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+ play_video(video_path)
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+
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+ while True:
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+ label_input = input("Enter label (0, 1, 2), 'w' to exit, 'r' to replay: ")
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+ if label_input in ['0', '1', '2']:
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+ data[unlabeled_index][1] = label_input
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+ save_csv(csv_path, data)
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+ print(f"Label {label_input} saved for {video_name}.")
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+ break
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+ elif label_input == 'w':
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+ print("Exiting")
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+ return
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+ elif label_input == 'r':
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+ print(f"Replaying {video_name}")
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+ play_video(video_path)
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+ else:
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+ print("Invalid input. Please enter 0, 1, 2, 'w' or 'r'.")
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+
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+ unlabeled_index = find_first_unlabeled(data)
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+ if unlabeled_index == -1:
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+ print("All videos are labeled.")
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+ break
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+
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+ if __name__ == "__main__":
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+ batch_folder = "./batch_0"
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+ csv_file_path = './'
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+ label_videos(batch_folder, csv_file_path)
requirements.txt ADDED
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+ opencv-python>=4.5.5