Temporal Action Localization on ActivityNet-1.3

Metric: mAP IOU@0.75 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	mAP IOU@0.75▼	Extra Data	Paper	Date↕	Code
1	RDFA-S6 (InternVideo2-6B)	44	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba (InternVideo2-6B)	43.49	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	AdaTAD (VideoMAEv2-giant)	43.35	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
4	TCANet (SlowFast R101)	39.13	No	Temporal Context Aggregation Network for Tempora...	2021-03-24	Code
5	TriDet (TSP features)	38	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
6	ActionFormer (TSP feautures)	37.8	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
7	AVFusion	37.66	No	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
8	TadTR (TSP features)	37.52	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
9	TSP	37.12	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
10	VSGN (TSP features)	36.76	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
11	HCN(I3D features)	36.1	No	-	-	-
12	E2E-TAD (SlowFast R50+TadTR)	35.99	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
13	DCAN (TSN features)	35.98	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
14	LoFi+G-TAD	35.86	No	-	-	-
15	BSN++	35.7	No	BSN++: Complementary Boundary Regressor with Sca...	2020-09-15	Code
16	G-TAD+BSP	35.61	No	Boundary-sensitive Pre-training for Temporal Loc...	2020-11-21	Code
17	SSTAP@100%+	35.28	No	Self-Supervised Learning for Semi-Supervised Tem...	2021-04-07	Code
18	GCM	35.17	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
19	BMN	34.78	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
20	BC-GNN	34.75	No	Boundary Content Graph Neural Network for Tempor...	2020-08-04	-
21	G-TAD	34.6	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
22	P-GCN	33.16	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code
23	BSN	29.96	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
24	ASM-Loc	24.9	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code

#1RDFA-S6 (InternVideo2-6B)SOTA
44
mAP IOU@0.75· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#2ActionMamba (InternVideo2-6B)SOTA
43.49
mAP IOU@0.75· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#3AdaTAD (VideoMAEv2-giant)SOTA
43.35
mAP IOU@0.75· 2023-11-28
End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames Code
#4TCANet (SlowFast R101)SOTA
39.13
mAP IOU@0.75· 2021-03-24
Temporal Context Aggregation Network for Temporal Action Proposal Refinement Code
#5TriDet (TSP features)
38
mAP IOU@0.75· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#6ActionFormer (TSP feautures)
37.8
mAP IOU@0.75· 2022-02-16
ActionFormer: Localizing Moments of Actions with Transformers Code
#7AVFusion
37.66
mAP IOU@0.75· 2021-06-27
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization Code
#8TadTR (TSP features)
37.52
mAP IOU@0.75· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#9TSPSOTA
37.12
mAP IOU@0.75· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#10VSGN (TSP features)
36.76
mAP IOU@0.75· 2020-11-30
Video Self-Stitching Graph Network for Temporal Action Localization Code
#11HCN(I3D features)
36.1
mAP IOU@0.75
No paper
#12E2E-TAD (SlowFast R50+TadTR)
35.99
mAP IOU@0.75· 2022-04-06
An Empirical Study of End-to-End Temporal Action Detection Code
#13DCAN (TSN features)
35.98
mAP IOU@0.75· 2021-12-07
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Code
#14LoFi+G-TAD
35.86
mAP IOU@0.75
No paper
#15BSN++SOTA
35.7
mAP IOU@0.75· 2020-09-15
BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation Code
#16G-TAD+BSP
35.61
mAP IOU@0.75· 2020-11-21
Boundary-sensitive Pre-training for Temporal Localization in Videos Code
#17SSTAP@100%+
35.28
mAP IOU@0.75· 2021-04-07
Self-Supervised Learning for Semi-Supervised Temporal Action Proposal Code
#18GCM
35.17
mAP IOU@0.75· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#19BMNSOTA
34.78
mAP IOU@0.75· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#20BC-GNN
34.75
mAP IOU@0.75· 2020-08-04
Boundary Content Graph Neural Network for Temporal Action Proposal Generation
#21G-TAD
34.6
mAP IOU@0.75· 2019-11-26
G-TAD: Sub-Graph Localization for Temporal Action Detection Code
#22P-GCN
33.16
mAP IOU@0.75· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization Code
#23BSNSOTA
29.96
mAP IOU@0.75· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#24ASM-Loc
24.9
mAP IOU@0.75· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code