Activity Recognition on Collective Activity

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Tamura et al.	96.5	Yes	Hunting Group Clues with Transformers for Social...	2022-07-12	-
2	COMPOSER	96.2	No	COMPOSER: Compositional Reasoning of Group Activ...	2021-12-11	Code
3	GT (Inception-v3)	91	No	Learning Actor Relation Graphs for Group Activit...	2019-04-23	Code
4	CHASE(CTR-GCN)	89.61	No	CHASE: Learning Convex Hull Adaptive Shift for S...	2024-10-09	Code
5	H-LSTCM	83.75	No	Hierarchical Long Short-Term Concurrent Memory f...	2018-11-01	-
6	Deng et al.	81.2	No	Structure Inference Machines: Recurrent Neural N...	2015-11-13	-

#1Tamura et al.SOTA
96.5
Accuracy· Extra Data· 2022-07-12
Hunting Group Clues with Transformers for Social Group Activity Recognition
#2COMPOSERSOTA
96.2
Accuracy· 2021-12-11
COMPOSER: Compositional Reasoning of Group Activity in Videos with Keypoint-Only Modality Code
#3GT (Inception-v3)SOTA
91
Accuracy· 2019-04-23
Learning Actor Relation Graphs for Group Activity Recognition Code
#4CHASE(CTR-GCN)
89.61
Accuracy· 2024-10-09
CHASE: Learning Convex Hull Adaptive Shift for Skeleton-based Multi-Entity Action Recognition Code
#5H-LSTCMSOTA
83.75
Accuracy· 2018-11-01
Hierarchical Long Short-Term Concurrent Memory for Human Interaction Recognition
#6Deng et al.SOTA
81.2
Accuracy· 2015-11-13
Structure Inference Machines: Recurrent Neural Networks for Analyzing Relations in Group Activity Recognition