Study/AI

Deep Learning Library for video understanding

ZZIN33 2021. 11. 30. 15:04

Representative Library for video understanding

  • facebookresearch/PyTorchVideo [github]
  • open-mmlab/MMAction2 [github]
  • paddlepaddle/PaddleVideo [github]

 


Compare Libraries

 

PyTorchVideo

MMAction2

PaddleVideo

Support
Model

- Slow & SlowFast
- X3D 
- MViT
- Slow & SlowFast
- X3D

- TimeSformer
- BMN
- PoseC3D
- PP-TSM
- AGCN
- TimesFormer
- BMN
- AttentianLSTM
Feature - Support Accelerator for optimizing target device
- Using object detector from Detectron2
- Support 4 video understanding tasks 
- Modular design
 - Support 3 video understanding tasks
- Support Faster training stratege