add yolo v10 and modify pipeline
This commit is contained in:
67
pipeline.py
67
pipeline.py
@ -11,7 +11,7 @@ import pickle
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import numpy as np
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from pathlib import Path
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from scipy.spatial.distance import cdist
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from track_reid import yolo_resnet_tracker
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from track_reid import yolo_resnet_tracker, yolov10_resnet_tracker
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from tracking.dotrack.dotracks_back import doBackTracks
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from tracking.dotrack.dotracks_front import doFrontTracks
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@ -65,22 +65,20 @@ def pipeline(
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eventpath,
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savepath,
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SourceType,
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weights
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weights,
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YoloVersion="V5"
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):
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'''
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eventpath: 单个事件的存储路径
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'''
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optdict = {}
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optdict["weights"] = weights
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if SourceType == "video":
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vpaths = get_video_pairs(eventpath)
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elif SourceType == "image":
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vpaths = get_image_pairs(eventpath)
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optdict = {}
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optdict["weights"] = weights
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event_tracks = []
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## 构造购物事件字典
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@ -101,9 +99,9 @@ def pipeline(
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savepath_spdict.mkdir(parents=True, exist_ok=True)
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pf_path = Path(savepath_spdict) / Path(str(evtname)+".pickle")
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if pf_path.exists():
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print(f"Pickle file have saved: {evtname}.pickle")
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return
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# if pf_path.exists():
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# print(f"Pickle file have saved: {evtname}.pickle")
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# return
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'''====================== 构造 ShoppingDict 模块 ======================='''
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ShoppingDict = {"eventPath": eventpath,
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@ -160,12 +158,16 @@ def pipeline(
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'''================= 3. Yolo + Resnet + Tracker ================='''
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optdict["source"] = vpath
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optdict["save_dir"] = savepath_pipeline_imgs
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optdict["is_save_img"] = False
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optdict["is_save_img"] = True
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optdict["is_save_video"] = True
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yrtOut = yolo_resnet_tracker(**optdict)
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if YoloVersion == "V5":
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yrtOut = yolo_resnet_tracker(**optdict)
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elif YoloVersion == "V10":
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yrtOut = yolov10_resnet_tracker(**optdict)
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yrtOut_save = []
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for frdict in yrtOut:
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fr_dict = {}
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@ -285,21 +287,32 @@ def pipeline(
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trajpath = os.path.join(savepath_pipeline, "trajectory.png")
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cv2.imwrite(trajpath, img_cat)
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def main():
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def execute_pipeline(evtdir = r"D:\datasets\ym\后台数据\unzip",
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source_type = "video", # video, image,
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save_path = r"D:\work\result_pipeline",
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yolo_ver = "V10", # V10, V5
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weight_yolo_v5 = r'./ckpts/best_cls10_0906.pt' ,
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weight_yolo_v10 = r'./ckpts/best_v10s_width0375_1205.pt',
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k=0
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):
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'''
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运行函数 pipeline(),遍历事件文件夹,每个文件夹是一个事件
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'''
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函数:pipeline(),遍历事件文件夹,选择类型 image 或 video,
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'''
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parmDict = {}
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evtdir = r"../dataset/backend_20250310"
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parmDict["SourceType"] = "video" # video, image
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parmDict["savepath"] = r"../dataset/run"
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parmDict["weights"] = r'./ckpts/best_cls10_0906.pt'
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parmDict["SourceType"] = source_type
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parmDict["savepath"] = save_path
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parmDict["YoloVersion"] = yolo_ver
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if parmDict["YoloVersion"] == "V5":
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parmDict["weights"] = weight_yolo_v5
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elif parmDict["YoloVersion"] == "V10":
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parmDict["weights"] = weight_yolo_v10
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evtdir = Path(evtdir)
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k, errEvents = 0, []
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errEvents = []
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for item in evtdir.iterdir():
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if item.is_dir():
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# item = evtdir/Path("20250303-103058-074_6914973604223_6914973604223")
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item = evtdir/Path("20250310-175352-741")
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parmDict["eventpath"] = item
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pipeline(**parmDict)
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# try:
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@ -307,19 +320,21 @@ def main():
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# except Exception as e:
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# errEvents.append(str(item))
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k+=1
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if k==5:
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if k==1:
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break
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errfile = os.path.join(parmDict["savepath"], f'error_events.txt')
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errfile = os.path.join(parmDict["savepath"], 'error_events.txt')
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with open(errfile, 'w', encoding='utf-8') as f:
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for line in errEvents:
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f.write(line + '\n')
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if __name__ == "__main__":
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main()
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execute_pipeline()
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# spath_v10 = r"D:\work\result_pipeline_v10"
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# spath_v5 = r"D:\work\result_pipeline_v5"
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# execute_pipeline(save_path=spath_v10, yolo_ver="V10")
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# execute_pipeline(save_path=spath_v5, yolo_ver="V5")
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