Temporal Action Localization on ActivityNet-1.3

Metric: mAP IOU@0.5 (higher is better)

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#	Model↕	mAP IOU@0.5▼	Extra Data	Paper	Date↕	Code
1	RDFA-S6 (InternVideo2-6B)	64.1	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba (InternVideo2-6B)	62.43	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	AdaTAD (VideoMAEv2-giant)	61.72	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
4	UniMD+Sync.	60.29	No	UniMD: Towards Unifying Moment Retrieval and Tem...	2024-04-07	Code
5	PRN+BMN (ensemble)	59.7	Yes	Proposal Relation Network for Temporal Action De...	2021-06-20	Code
6	UnLoc-L	59.3	No	UnLoc: A Unified Framework for Video Localizatio...	2023-08-21	Code
7	PRN (CSN)	57.9	Yes	Proposal Relation Network for Temporal Action De...	2021-06-20	Code
8	PRN (ViViT)	55.5	No	Proposal Relation Network for Temporal Action De...	2021-06-20	Code
9	TriDet (TSP features)	54.7	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
10	ActionFormer (TSP feautures)	54.7	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
11	AVFusion	54.34	No	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
12	TCANet (SlowFast R101)	54.33	No	Temporal Context Aggregation Network for Tempora...	2021-03-24	Code
13	TadTR (TSP features)	53.62	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
14	VSGN (TSP features)	53.26	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
15	HCN(I3D features)	52.51	No	-	-	-
16	DCAN (TSN features)	51.78	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
17	BSN++	51.27	No	BSN++: Complementary Boundary Regressor with Sca...	2020-09-15	Code
18	TSP	51.26	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
19	GCM	51.03	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
20	G-TAD+BSP	50.94	No	Boundary-sensitive Pre-training for Temporal Loc...	2020-11-21	Code
21	LoFi+G-TAD	50.91	No	-	-	-
22	SSTAP@100%+	50.72	No	Self-Supervised Learning for Semi-Supervised Tem...	2021-04-07	Code
23	BC-GNN	50.56	No	Boundary Content Graph Neural Network for Tempor...	2020-08-04	-
24	E2E-TAD (SlowFast R50+TadTR)	50.47	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
25	G-TAD	50.36	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
26	BMN	50.07	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
27	P-GCN	48.26	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code
28	BSN	46.45	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
29	ASM-Loc	41	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code
30	SSN	39.12	No	A Pursuit of Temporal Accuracy in General Activi...	2017-03-08	Code

#1RDFA-S6 (InternVideo2-6B)SOTA
64.1
mAP IOU@0.5· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#2ActionMamba (InternVideo2-6B)SOTA
62.43
mAP IOU@0.5· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#3AdaTAD (VideoMAEv2-giant)SOTA
61.72
mAP IOU@0.5· 2023-11-28
End-to-End Temporal Action Detection with 1B Parameters Across 1000 Frames Code
#4UniMD+Sync.
60.29
mAP IOU@0.5· 2024-04-07
UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection Code
#5PRN+BMN (ensemble)SOTA
59.7
mAP IOU@0.5· Extra Data· 2021-06-20
Proposal Relation Network for Temporal Action Detection Code
#6UnLoc-L
59.3
mAP IOU@0.5· 2023-08-21
UnLoc: A Unified Framework for Video Localization Tasks Code
#7PRN (CSN)
57.9
mAP IOU@0.5· Extra Data· 2021-06-20
Proposal Relation Network for Temporal Action Detection Code
#8PRN (ViViT)
55.5
mAP IOU@0.5· 2021-06-20
Proposal Relation Network for Temporal Action Detection Code
#9TriDet (TSP features)
54.7
mAP IOU@0.5· 2023-03-13
TriDet: Temporal Action Detection with Relative Boundary Modeling Code
#10ActionFormer (TSP feautures)
54.7
mAP IOU@0.5· 2022-02-16
ActionFormer: Localizing Moments of Actions with Transformers Code
#11AVFusion
54.34
mAP IOU@0.5· 2021-06-27
Hear Me Out: Fusional Approaches for Audio Augmented Temporal Action Localization Code
#12TCANet (SlowFast R101)SOTA
54.33
mAP IOU@0.5· 2021-03-24
Temporal Context Aggregation Network for Temporal Action Proposal Refinement Code
#13TadTR (TSP features)
53.62
mAP IOU@0.5· 2021-06-18
End-to-end Temporal Action Detection with Transformer Code
#14VSGN (TSP features)SOTA
53.26
mAP IOU@0.5· 2020-11-30
Video Self-Stitching Graph Network for Temporal Action Localization Code
#15HCN(I3D features)
52.51
mAP IOU@0.5
No paper
#16DCAN (TSN features)
51.78
mAP IOU@0.5· 2021-12-07
DCAN: Improving Temporal Action Detection via Dual Context Aggregation Code
#17BSN++SOTA
51.27
mAP IOU@0.5· 2020-09-15
BSN++: Complementary Boundary Regressor with Scale-Balanced Relation Modeling for Temporal Action Proposal Generation Code
#18TSP
51.26
mAP IOU@0.5· 2020-11-23
TSP: Temporally-Sensitive Pretraining of Video Encoders for Localization Tasks Code
#19GCM
51.03
mAP IOU@0.5· 2021-12-01
Graph Convolutional Module for Temporal Action Localization in Videos
#20G-TAD+BSP
50.94
mAP IOU@0.5· 2020-11-21
Boundary-sensitive Pre-training for Temporal Localization in Videos Code
#21LoFi+G-TAD
50.91
mAP IOU@0.5
No paper
#22SSTAP@100%+
50.72
mAP IOU@0.5· 2021-04-07
Self-Supervised Learning for Semi-Supervised Temporal Action Proposal Code
#23BC-GNNSOTA
50.56
mAP IOU@0.5· 2020-08-04
Boundary Content Graph Neural Network for Temporal Action Proposal Generation
#24E2E-TAD (SlowFast R50+TadTR)
50.47
mAP IOU@0.5· 2022-04-06
An Empirical Study of End-to-End Temporal Action Detection Code
#25G-TADSOTA
50.36
mAP IOU@0.5· 2019-11-26
G-TAD: Sub-Graph Localization for Temporal Action Detection Code
#26BMNSOTA
50.07
mAP IOU@0.5· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#27P-GCN
48.26
mAP IOU@0.5· 2019-09-07
Graph Convolutional Networks for Temporal Action Localization Code
#28BSNSOTA
46.45
mAP IOU@0.5· 2018-06-08
BSN: Boundary Sensitive Network for Temporal Action Proposal Generation Code
#29ASM-Loc
41
mAP IOU@0.5· 2022-03-29
ASM-Loc: Action-aware Segment Modeling for Weakly-Supervised Temporal Action Localization Code
#30SSNSOTA
39.12
mAP IOU@0.5· 2017-03-08
A Pursuit of Temporal Accuracy in General Activity Detection Code