Video on HACS

Metric: Average-mAP (higher is better)

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#	Model↕	Average-mAP▼	Extra Data	Paper	Date↕	Code
1	RDFA-S6 (InternVideo2-6B)	45.8	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba(InternVideo2-6B)	44.56	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	DyFADet(VideoMAEv2)	44.3	No	DyFADet: Dynamic Feature Aggregation for Tempora...	2024-07-03	Code
4	InternVideo2-6B	43.3	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
5	TriDet (VideoMAEv2)	43.1	No	Temporal Action Localization with Enhanced Insta...	2023-09-11	Code
6	InternVideo2-1B	42.4	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
7	InternVideo	41.55	No	InternVideo: General Video Foundation Models via...	2022-12-06	Code
8	TriDet (SlowFast)	38.6	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
9	TriDet (I3D RGB)	36.8	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
10	TadTr (I3D RGB)	32.09	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
11	LoFi+G-TAD (RGB, RN18)	24.64	No	-	-	-
12	SSN	18.97	No	HACS: Human Action Clips and Segments Dataset fo...	2017-12-26	Code

#1RDFA-S6 (InternVideo2-6B)SOTA
45.8
Average-mAP· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#2ActionMamba(InternVideo2-6B)SOTA
44.56
Average-mAP· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#3DyFADet(VideoMAEv2)
44.3
Average-mAP· 2024-07-03
DyFADet: Dynamic Feature Aggregation for Temporal Action Detection Code
#4InternVideo2-6B
43.3
Average-mAP· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding Code
#5TriDet (VideoMAEv2)SOTA
43.1
Average-mAP· 2023-09-11
Temporal Action Localization with Enhanced Instant Discriminability Code
#6InternVideo2-1B
42.4
Average-mAP· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding Code
#7InternVideoSOTA
41.55
Average-mAP· 2022-12-06
InternVideo: General Video Foundation Models via Generative and Discriminative Learning Code
#8TriDet (SlowFast)
38.6
Average-mAP· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#9TriDet (I3D RGB)
36.8
Average-mAP· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#10TadTr (I3D RGB)SOTA
32.09
Average-mAP· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#11LoFi+G-TAD (RGB, RN18)
24.64
Average-mAP
No paper
#12SSNSOTA
18.97
Average-mAP· 2017-12-26
HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization Code