Action Localization on ActivityNet-1.3

Metric: mAP IOU@0.95 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mAP IOU@0.95▼	Extra Data	Paper	Date↕	Code
1	AdaTAD (VideoMAEv2-giant)	10.85	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
2	E2E-TAD (SlowFast R50+TadTR)	10.83	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
3	RDFA-S6 (InternVideo2-6B)	10.6	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
4	TadTR (TSP features)	10.56	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
5	ActionMamba (InternVideo2-6B)	10.23	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
6	DCAN (TSN features)	9.45	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
7	BC-GNN	9.37	No	Boundary Content Graph Neural Network for Tempor...	2020-08-04	-
8	TSP	9.29	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
9	G-TAD	9.02	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
10	AVFusion	8.93	No	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
11	LoFi+G-TAD	8.79	No	-	-	-
12	TCANet (SlowFast R101)	8.41	No	Temporal Context Aggregation Network for Tempora...	2021-03-24	Code
13	TriDet (TSP features)	8.4	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
14	ActionFormer (TSP feautures)	8.4	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
15	BSN++	8.33	No	BSN++: Complementary Boundary Regressor with Sca...	2020-09-15	Code
16	BMN	8.29	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
17	VSGN (TSP features)	8.12	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
18	BSN	8.02	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
19	G-TAD+BSP	7.98	No	Boundary-sensitive Pre-training for Temporal Loc...	2020-11-21	Code
20	SSTAP@100%+	7.87	No	Self-Supervised Learning for Semi-Supervised Tem...	2021-04-07	Code
21	GCM	7.44	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
22	HCN(I3D features)	7.12	No	-	-	-
23	ASM-Loc	6.2	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
24	P-GCN	3.27	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code

#1AdaTAD (VideoMAEv2-giant)SOTA
10.85
mAP IOU@0.95· 2023-11-28
End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames Code
#2E2E-TAD (SlowFast R50+TadTR)SOTA
10.83
mAP IOU@0.95· 2022-04-06
An Empirical Study of End-to-End Temporal Action Detection Code
#3RDFA-S6 (InternVideo2-6B)
10.6
mAP IOU@0.95· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#4TadTR (TSP features)SOTA
10.56
mAP IOU@0.95· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#5ActionMamba (InternVideo2-6B)
10.23
mAP IOU@0.95· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#6DCAN (TSN features)
9.45
mAP IOU@0.95· 2021-12-07
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Code
#7BC-GNNSOTA
9.37
mAP IOU@0.95· 2020-08-04
Boundary Content Graph Neural Network for Temporal Action Proposal Generation
#8TSP
9.29
mAP IOU@0.95· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#9G-TADSOTA
9.02
mAP IOU@0.95· 2019-11-26
G-TAD: Sub-Graph Localization for Temporal Action Detection Code
#10AVFusion
8.93
mAP IOU@0.95· 2021-06-27
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization Code
#11LoFi+G-TAD
8.79
mAP IOU@0.95
No paper
#12TCANet (SlowFast R101)
8.41
mAP IOU@0.95· 2021-03-24
Temporal Context Aggregation Network for Temporal Action Proposal Refinement Code
#13TriDet (TSP features)
8.4
mAP IOU@0.95· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#14ActionFormer (TSP feautures)
8.4
mAP IOU@0.95· 2022-02-16
ActionFormer: Localizing Moments of Actions with Transformers Code
#15BSN++
8.33
mAP IOU@0.95· 2020-09-15
BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation Code
#16BMNSOTA
8.29
mAP IOU@0.95· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#17VSGN (TSP features)
8.12
mAP IOU@0.95· 2020-11-30
Video Self-Stitching Graph Network for Temporal Action Localization Code
#18BSNSOTA
8.02
mAP IOU@0.95· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#19G-TAD+BSP
7.98
mAP IOU@0.95· 2020-11-21
Boundary-sensitive Pre-training for Temporal Localization in Videos Code
#20SSTAP@100%+
7.87
mAP IOU@0.95· 2021-04-07
Self-Supervised Learning for Semi-Supervised Temporal Action Proposal Code
#21GCM
7.44
mAP IOU@0.95· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#22HCN(I3D features)
7.12
mAP IOU@0.95
No paper
#23ASM-Loc
6.2
mAP IOU@0.95· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#24P-GCN
3.27
mAP IOU@0.95· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization Code