paddleDetection Demo

深度学习 PV:

PPHuman

行人属性识别

行人属性

cfg：

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crop_thresh: 0.5
attr_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

DET:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_l_36e_pipeline.zip
  batch_size: 1

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_l_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/deploy/pipeline/config/tracker_config.yml
  batch_size: 1
  skip_frame_num: -1 # preferably no more than 3
  enable: True

KPT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/dark_hrnet_w32_256x192.zip
  batch_size: 8

ATTR:
  model_dir:  https://bj.bcebos.com/v1/paddledet/models/pipeline/PPLCNet_x1_0_person_attribute_945_infer.zip
  batch_size: 8
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_human.yml --device=gpu --video_file=demo_input/human.mp4 --output_dir=demo_output/

行人行为识别

跌倒

cfg：

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crop_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/deploy/pipeline/config/tracker_config.yml
  batch_size: 1
  enable: True
  
KPT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/dark_hrnet_w32_256x192.zip
  batch_size: 8

SKELETON_ACTION:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/STGCN.zip
  batch_size: 1
  max_frames: 50
  display_frames: 80
  coord_size: [384, 512]
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_fall.yml --device=gpu --video_file=demo_input/fall.mp4 --output_dir=demo_output/

接打电话

cfg：

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crop_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/deploy/pipeline/config/tracker_config.yml
  batch_size: 1
  enable: True

ID_BASED_CLSACTION:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/PPHGNet_tiny_calling_halfbody.zip
  batch_size: 8
  threshold: 0.8
  display_frames: 80
  skip_frame_num: 2
  enable: True

KPT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/dark_hrnet_w32_256x192.zip
  batch_size: 8

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_call.yml --device=gpu --video_file=demo_input/call.mp4 --output_dir=demo_output/

吸烟

cfg：

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crop_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/deploy/pipeline/config/tracker_config.yml
  batch_size: 1
  enable: True

ID_BASED_DETACTION:
  model_dir:  https://bj.bcebos.com/v1/paddledet/models/pipeline/ppyoloe_crn_s_80e_smoking_visdrone.zip
  batch_size: 8
  threshold: 0.6
  display_frames: 80
  skip_frame_num: 2
  enable: True

KPT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/dark_hrnet_w32_256x192.zip
  batch_size: 8

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_smoke.yml --device=gpu --video_file=demo_input/smoke.mp4 --output_dir=demo_output/

打架

cfg：

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crop_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/deploy/pipeline/config/tracker_config.yml
  batch_size: 1
  enable: True

KPT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/dark_hrnet_w32_256x192.zip
  batch_size: 8

VIDEO_ACTION:
  model_dir: https://videotag.bj.bcebos.com/PaddleVideo-release2.3/ppTSM_fight.zip
  batch_size: 1
  frame_len: 8
  sample_freq: 7
  short_size: 340
  target_size: 320
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_fight.yml --device=gpu --video_file=demo_input/fight.mp4 --output_dir=demo_output/

行人进入

cfg：

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crop_thresh: 0.5
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_l_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/backend/pp_config/tracker_config.yml
  batch_size: 1
  skip_frame_num: -1 # preferably no more than 3
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_entrance.yml --region_type=bottom --do_entrance_counting --device=gpu --video_file=demo_input/entrance.mp4 --output_dir=demo_output/

禁区

cfg：

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crop_thresh: 0.5
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_l_36e_pipeline.zip
  tracker_config: /exp/work/video/PaddleDetection/backend/pp_config/tracker_config.yml
  batch_size: 1
  skip_frame_num: -1 # preferably no more than 3
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_entrance.yml --do_break_in_counting=true --region_type=custom --region_polygon 355 700 1100 700 915 900 50 900 --device=gpu --video_file=demo_input/forb.mp4 --output_dir=demo_output/

PPVehicle

车辆属性识别

车辆属性

cfg：

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crop_thresh: 0.5
visual: True
warmup_frame: 50

DET:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_ppvehicle.zip
  batch_size: 1

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_ppvehicle.zip
  tracker_config: /exp/work/video/PaddleDetection/backend/pp_config/tracker_config.yml
  batch_size: 1
  skip_frame_num: 3 # preferably no more than 3
  enable: True

VEHICLE_PLATE:
  det_model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/ch_PP-OCRv3_det_infer.tar.gz
  det_limit_side_len: 736
  det_limit_type: "min"
  rec_model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/ch_PP-OCRv3_rec_infer.tar.gz
  rec_image_shape: [3, 48, 320]
  rec_batch_num: 6
  word_dict_path: /exp/work/video/PaddleDetection/deploy/pipeline/ppvehicle/rec_word_dict.txt
  enable: True

VEHICLE_ATTR:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/vehicle_attribute_model.zip
  batch_size: 8
  color_threshold: 0.5
  type_threshold: 0.5
  enable: True

LANE_SEG:
  lane_seg_config: deploy/pipeline/config/lane_seg_config.yml
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/pp_lite_stdc2_bdd100k.zip

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_car.yml --device=gpu --video_file=demo_input/car.mp4 --output_dir=demo_output/

车辆行为识别

禁止停车

cfg：

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crop_thresh: 0.5
visual: True
warmup_frame: 50

MOT:
  model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_ppvehicle.zip
  tracker_config: /exp/work/video/PaddleDetection/deploy/pipeline/config/tracker_config.yml
  batch_size: 1
  enable: True

VEHICLE_PLATE:
  det_model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/ch_PP-OCRv3_det_infer.tar.gz
  det_limit_side_len: 736
  det_limit_type: "min"
  rec_model_dir: https://bj.bcebos.com/v1/paddledet/models/pipeline/ch_PP-OCRv3_rec_infer.tar.gz
  rec_image_shape: [3, 48, 320]
  rec_batch_num: 6
  word_dict_path: /exp/work/video/PaddleDetection/deploy/pipeline/ppvehicle/rec_word_dict.txt
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_park.yml --region_type=custom --FLAGS.illegal_parking_time=5 --region_polygon 600 200 1400 200 1400 900 600 900 --device=gpu --video_file=demo_input/park.mp4 --output_dir=demo_output/

人脸识别

人脸识别

cfg（需paddleDetection集成arcface）：

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crop_thresh: 0.5
attr_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

FACE_DET:
  enable: True

FACE_REC:
  enable: False

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_face.yml --device=gpu --video_file=demo_input/face.mp4 --output_dir=demo_output/

OCR

视频OCR

cfg（需paddleDetection集成paddleOCR）：

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crop_thresh: 0.5
attr_thresh: 0.5
kpt_thresh: 0.2
visual: True
warmup_frame: 50

OCR:
  enable: True

cli：

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python deploy/pipeline/pipeline.py --config deploy/pipeline/config/cache/cfg_ocr.yml --device=gpu --video_file=demo_input/ocr.mp4 --output_dir=demo_output/

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