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PaddleVideo is a toolset for video tasks prepared for the industry and academia. This repository provides examples and best practice guildelines for exploring deep learning algorithm in the scene of video area.
Action recognition method | ||||
PP-TSM (PP series) | PP-TSN (PP series) | PP-TimeSformer (PP series) | TSN (2D’) | TSM (2D') |
SlowFast (3D’) | TimeSformer (Transformer') | VideoSwin (Transformer’) | AttentionLSTM (RNN') | MoViNet (Lite‘) |
Skeleton based action recognition | ||||
ST-GCN (Custom’) | AGCN (Adaptive') | CTR-GCN (GCN‘) | ||
Sequence action detection method | ||||
BMN (One-stage') | ||||
temporal segment | ||||
MS-TCN | ASRF | |||
Spatio-temporal motion detection method | ||||
SlowFast+Fast R-CNN | ||||
Multimodal | ||||
ActBERT (Learning') | T2VLAD (Retrieval') | |||
Video target segmentation | ||||
CFBI (Semi') | MA-Net (Supervised') | |||
Monocular depth estimation | ||||
ADDS (Unsupervised‘) |
Action Recognition | |||
Kinetics-400 (Homepage) (CVPR'2017) | UCF101 (Homepage) (CRCV-IR-12-01) | ActivityNet (Homepage) (CVPR'2015) | YouTube-8M (Homepage) (CVPR'2017) |
Action Localization | |||
ActivityNet (Homepage) (CVPR'2015) | |||
Spatio-Temporal Action Detection | |||
AVA (Homepage) (CVPR'2018) | |||
Skeleton-based Action Recognition | |||
NTURGB+D (Homepage) (IEEE CS'2016) | FSD (Homepage) | ||
Depth Estimation | |||
Oxford-RobotCar (Homepage) (IJRR'2017) | |||
Text-Video Retrieval | |||
MSR-VTT (Homepage) (CVPR'2016) | |||
Text-Video Pretrained Model | |||
HowTo100M (Homepage) (ICCV'2019) |
Applications | Descriptions |
---|---|
FootballAction | Football action detection solution |
BasketballAction | Basketball action detection solution |
TableTennis | Table tennis action recognition solution |
FigureSkating | Figure skating action recognition solution |
VideoTag | 3000-category large-scale video classification solution |
MultimodalVideoTag | Multimodal video classification solution |
VideoQualityAssessment | Video quality assessment solution |
PP-Care | 3DMRI medical image recognition solution |
EIVideo | Interactive video segmentation tool |
Anti-UAV | UAV detection solution |
AbnormalActionDetection | Abnormal action detection solution |
PP-Human | Action recognition solution for pedestrian analysis scene |
PaddleVideo is released under the Apache 2.0 license.
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