import os import os.path as osp import logging import argparse from pathlib import Path from utils.log import get_logger from yolov3_deepsort import VideoTracker from utils.parser import get_config import motmetrics as mm mm.lap.default_solver = 'lap' from utils.evaluation import Evaluator def mkdir_if_missing(dir): os.makedirs(dir, exist_ok=True) def main(data_root='', seqs=('',), args=""): logger = get_logger() logger.setLevel(logging.INFO) data_type = 'mot' result_root = os.path.join(Path(data_root), "mot_results") mkdir_if_missing(result_root) cfg = get_config() cfg.merge_from_file(args.config_detection) cfg.merge_from_file(args.config_deepsort) # run tracking accs = [] for seq in seqs: logger.info('start seq: {}'.format(seq)) result_filename = os.path.join(result_root, '{}.txt'.format(seq)) video_path = data_root+"/"+seq+"/video/video.mp4" with VideoTracker(cfg, args, video_path, result_filename) as vdo_trk: vdo_trk.run() # eval logger.info('Evaluate seq: {}'.format(seq)) evaluator = Evaluator(data_root, seq, data_type) accs.append(evaluator.eval_file(result_filename)) # get summary metrics = mm.metrics.motchallenge_metrics mh = mm.metrics.create() summary = Evaluator.get_summary(accs, seqs, metrics) strsummary = mm.io.render_summary( summary, formatters=mh.formatters, namemap=mm.io.motchallenge_metric_names ) print(strsummary) Evaluator.save_summary(summary, os.path.join(result_root, 'summary_global.xlsx')) def parse_args(): parser = argparse.ArgumentParser() parser.add_argument("--config_detection", type=str, default="./configs/yolov3.yaml") parser.add_argument("--config_deepsort", type=str, default="./configs/deep_sort.yaml") parser.add_argument("--ignore_display", dest="display", action="store_false", default=False) parser.add_argument("--frame_interval", type=int, default=1) parser.add_argument("--display_width", type=int, default=800) parser.add_argument("--display_height", type=int, default=600) parser.add_argument("--save_path", type=str, default="./demo/demo.avi") parser.add_argument("--cpu", dest="use_cuda", action="store_false", default=True) parser.add_argument("--camera", action="store", dest="cam", type=int, default="-1") return parser.parse_args() if __name__ == '__main__': args = parse_args() seqs_str = '''MOT16-02 MOT16-04 MOT16-05 MOT16-09 MOT16-10 MOT16-11 MOT16-13 ''' data_root = 'data/dataset/MOT16/train/' seqs = [seq.strip() for seq in seqs_str.split()] main(data_root=data_root, seqs=seqs, args=args)