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hemnet

The source code of hemnet

The Main Code of "HemNet: Hemoglobin-Assistant Network for Video-based Remote Photoplethysmography Measurement"

image-20251226154819478

Train HemNet on the PURE dataset:

python train.py --batch_size 2 --dataset PURE --num_rppg 160 --norm_type reconstruct --w 64 --h 64 --epochs 50

Log files will be saved in:

./logs/model_dataset_numframes_date_time.log

Evaluate HemNet on the PURE dataset:

./test_results.ipynb

Pre-trained models and resources used in HemNet (Google Drive):

  • bioface/:Resources related to bio-facial data.
  • face_parsing/79999_iter.pth:Pre-trained model for face parsing.
  • SfSNet/SfSNet.pth:Pre-trained model for shading estimation.
  • shape_predictor_68_face_landmarks.dat: Model for facial landmark detection.

If HemNet is helpful, please cite our method:

HemNet: Hemoglobin-Assistant Network for Video-based Remote Photoplethysmography Measurement. IEEE Transactions on Circuits and Systems for Video Technology. DOI: 10.1109/TCSVT.2025.3650742


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