蚕茧视频识别AI程序关键代码(不包含资源、模型、转换库)
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from pymediainfo import MediaInfo
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from datetime import datetime
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import json
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from utils.db import insert_sca_video,insert_sca_video_details
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from collections import Counter
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def getVideoResolution(file_path):
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media_info = MediaInfo.parse(file_path) # 解析视频文件
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for track in media_info.tracks:
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if track.track_type == 'Video':
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return track.width,track.height
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def get_type_name_by_id(id):
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type_dict = {
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0: "正茧",
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1: "双宫茧",
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2: "黄斑茧",
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3: "毛茧",
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4: "蛆壳茧",
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}
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return type_dict.get(id, "未知类型")
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# 将视频信息保存至数据库
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def save_sca_results(file_path, out_put_file_name,tracker_dict,
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analysis_time,statics =[]):
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media_info = MediaInfo.parse(file_path) # 解析视频文件
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video_data = {} # 用于存储视频信息
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for track in media_info.tracks:
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if track.track_type == 'General':
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video_data.update({
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"v_file_name": track.file_name_extension,
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"v_duration": round(track.duration / 1000),
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"v_size": round(track.file_size/1024,2),
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"v_video_codec": track.video_format_list,
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"v_audio_codec": track.audio_codecs,
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"v_overall_bit_rate": track.overall_bit_rate,
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})
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if track.track_type == 'Video':
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video_data.update({
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"v_resolution": f"{track.width}x{track.height}"
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})
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# 分析 得出数量最多的种类 以及 出现次多的种类
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counter = Counter(tracker_dict.values()) # 统计所有 value 的出现次数
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most_common = counter.most_common(2) # 取出现次数前两名(返回列表)
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primary_type = get_type_name_by_id(most_common[0][0]) if most_common else ""
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secondary_type = get_type_name_by_id(most_common[1][0]) if len(most_common) > 1 else ""
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# 1️⃣ 统计 { value: count }
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count_map = {}
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for k, v in tracker_dict.items():
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v_int = int(v)
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count_map[v_int] = count_map.get(v_int, 0) + 1
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# 2️⃣ 替换成类型名称
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result = {}
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for type_value, count in count_map.items():
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type_name = get_type_name_by_id(type_value)
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result[type_name] = count
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other_info = result
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# 分析结果进行统计 得出 单帧最大蚕茧数量
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max_count_in_same_frame = 0
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for timestamp_in_video,json in statics.items():
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count_in_frame = sum(json.values())
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if count_in_frame > max_count_in_same_frame:
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max_count_in_same_frame = count_in_frame
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# 保存至数据库
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video_id = insert_sca_video(
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# 取后八位
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name=out_put_file_name.split('/')[-1].split('.')[0].replace('-','')[-8:],
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raw_object_name=video_data.get("v_file_name", "").split('/')[-1],
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ai_object_name=out_put_file_name.split('/')[-1],
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duration=video_data.get("v_duration", 0),
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size=video_data.get("v_size", 0),
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video_codec=video_data.get("v_video_codec", ""),
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audio_codec=video_data.get("v_audio_codec", ""),
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overall_bit_rate=video_data.get("v_overall_bit_rate", 0),
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resolution=video_data.get("v_resolution", ""),
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sc_analysis_time= analysis_time,
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sc_analysis_total_count=len(tracker_dict),
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sc_analysis_max_count=max_count_in_same_frame,
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sc_analysis_primary_type= primary_type,
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sc_analysis_secondary_type= secondary_type,
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other_info= other_info,
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)
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# 将细则存入数据库
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counter = Counter()
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for timestamp_in_video, json in statics.items():
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insert_sca_video_details(video_id,timestamp_in_video, json)
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