| DSCNet (RGB + Pose) |
- Accuracy (CS)
- 97.4
- Accuracy (CV)
- 99.4
|
A Dense-Sparse Complementary Network for Human Action Recognition based on RGB and Skeleton Modalities
2023-12-28 |
코드 1 |
| PoseC3D (RGB + Pose) |
- Accuracy (CS)
- 97.0
- Accuracy (CV)
- 99.6
|
Revisiting Skeleton-based Action Recognition
2021-04-28 |
코드 1 · 코드 2 · 코드 3 · 코드 4 |
| π-ViT (RGB + Pose) |
- Accuracy (CS)
- 96.3
- Accuracy (CV)
- 99.0
|
Just Add $π$! Pose Induced Video Transformers for Understanding Activities of Daily Living
2023-11-30 |
코드 1 |
| UMDR (RGB-D) |
- Accuracy (CS)
- 96.2
- Accuracy (CV)
- 98.0
|
A Unified Multimodal De- and Re-coupling Framework for RGB-D Motion Recognition
2022-11-16 |
코드 1 |
| EPAM-Net |
- Accuracy (CS)
- 96.1
- Accuracy (CV)
- 99.0
|
EPAM-Net: An Efficient Pose-driven Attention-guided Multimodal Network for Video Action Recognition
2024-08-10 |
코드 1 |
| MMNet (RGB + Pose) |
- Accuracy (CS)
- 96.0
- Accuracy (CV)
- 98.8
|
MMNet: A Model-Based Multimodal Network for Human Action Recognition in RGB-D Videos
2022-05-26 |
코드 1 |
| Hierarchical Action Classification (RGB + Pose) |
- Accuracy (CS)
- 95.66
- Accuracy (CV)
- 98.79
|
Hierarchical Action Classification with Network Pruning
2020-07-30 |
연결 없음 |
| VPN (RGB + Pose) |
- Accuracy (CS)
- 95.5
- Accuracy (CV)
- 98.0
|
VPN: Learning Video-Pose Embedding for Activities of Daily Living
2020-07-06 |
코드 1 |
| EPP-Net (Parsing + Pose) |
- Accuracy (CS)
- 94.7
- Accuracy (CV)
- 97.7
|
Explore Human Parsing Modality for Action Recognition
2024-01-04 |
코드 1 |
| 3DA (RGB + Pose) |
- Accuracy (CS)
- 94.3
- Accuracy (CV)
- 97.9
|
Cross-Modal Learning with 3D Deformable Attention for Action Recognition
2022-12-12 |
연결 없음 |
| Action Machine (RGB only) |
- Accuracy (CS)
- 94.3
- Accuracy (CV)
- 97.2
|
Action Machine: Rethinking Action Recognition in Trimmed Videos
2018-12-14 |
연결 없음 |
| π-ViT (RGB only) |
- Accuracy (CS)
- 94.0
- Accuracy (CV)
- 97.9
|
Just Add $π$! Pose Induced Video Transformers for Understanding Activities of Daily Living
2023-11-30 |
코드 1 |
| IPP-Net (Parsing + Pose) |
- Accuracy (CS)
- 93.8
- Accuracy (CV)
- 97.1
|
Integrating Human Parsing and Pose Network for Human Action Recognition
2023-07-16 |
코드 1 |
| ViewCon (RGB + Pose) |
- Accuracy (CS)
- 93.7
- Accuracy (CV)
- 98.9
|
Multi-View Action Recognition Using Contrastive Learning
2023-01-03 |
코드 1 |
| DVANet (RGB only) |
- Accuracy (CS)
- 93.4
- Accuracy (CV)
- 98.1
|
DVANet: Disentangling View and Action Features for Multi-View Action Recognition
2023-12-10 |
코드 1 |
| JPFormer |
- Accuracy (CS)
- 93.2
- Accuracy (CV)
- 96.9
|
Joint-Partition Group Attention for skeleton-based action recognition
2024-07-30 |
코드 1 |
| DSTSA-GCN |
- Accuracy (CS)
- 92.78
- Accuracy (CV)
- 97.03
|
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling
2025-01-21 |
코드 1 |
| TSMF (RGB + Pose) |
- Accuracy (CS)
- 92.5
- Accuracy (CV)
- 97.4
|
Multimodal Fusion via Teacher-Student Network for Indoor Action Recognition
2021-05-18 |
코드 1 |
| MSAF (RGB+Pose) |
- Accuracy (CS)
- 92.24
|
MSAF: Multimodal Split Attention Fusion
2020-12-13 |
코드 1 |
| STAR-Transformer (RGB + Pose) |
- Accuracy (CS)
- 92.0
- Accuracy (CV)
- 96.5
|
STAR-Transformer: A Spatio-temporal Cross Attention Transformer for Human Action Recognition
2022-10-14 |
연결 없음 |
| MMTM (RGB+Pose) |
- Accuracy (CS)
- 91.99
|
MMTM: Multimodal Transfer Module for CNN Fusion
2019-11-20 |
코드 1 |
| FUSION (IR+Pose) |
- Accuracy (CS)
- 91.8
- Accuracy (CV)
- 94.9
|
Infrared and 3D skeleton feature fusion for RGB-D action recognition
2020-02-28 |
코드 1 |
| PoseMap (RGB+Pose) |
- Accuracy (CS)
- 91.7
- Accuracy (CV)
- 95.2
|
Recognizing Human Actions as the Evolution of Pose Estimation Maps
2018-06-01 |
연결 없음 |
| B2C-AFM(RGB+Pose) |
- Accuracy (CS)
- 91.7
|
B2C-AFM: Bi-Directional Co-Temporal and Cross-Spatial Attention Fusion Model for Human Action Recognition
2023-08-30 |
코드 1 |
| PB-GCN (Skeleton only) |
- Accuracy (CS)
- 87.5
- Accuracy (CV)
- 93.2
|
Part-based Graph Convolutional Network for Action Recognition
2018-09-13 |
코드 1 |
| Glimpse Clouds (RGB only) |
- Accuracy (CS)
- 86.6
- Accuracy (CV)
- 93.2
|
Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points
2018-02-22 |
코드 1 |
| Skelemotion + Yang et al. (Skeleton only) |
- Accuracy (CS)
- 76.5
- Accuracy (CV)
- 84.7
|
SkeleMotion: A New Representation of Skeleton Joint Sequences Based on Motion Information for 3D Action Recognition
2019-07-30 |
코드 1 |
| DSSCA-SSLM (RGB only) |
- Accuracy (CS)
- 74.9
|
Deep Multimodal Feature Analysis for Action Recognition in RGB+D Videos
2016-03-23 |
연결 없음 |