Video on ActivityNet-1.3

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	RDFA-S6 (InternVideo2-6B)	42.9	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba (InternVideo2-6B)	42.02	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	PRN+BMN (ensemble)	42	Yes	Proposal Relation Network for Temporal Action De...	2021-06-20	Code
4	AdaTAD (VideoMAEv2-giant)	41.93	No	End-to-End Temporal Action Detection with 1B Par...	2023-11-28	Code
5	InternVideo2-6B	41.2	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
6	InternVideo2-1B	40.4	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
7	UniMD+Sync.	39.83	No	UniMD: Towards Unifying Moment Retrieval and Tem...	2024-04-07	Code
8	PRN (CSN)	39.4	Yes	Proposal Relation Network for Temporal Action De...	2021-06-20	Code
9	InternVideo	39	Yes	InternVideo: General Video Foundation Models via...	2022-12-06	Code
10	TCANet (SlowFast R101)	37.56	No	Temporal Context Aggregation Network for Tempora...	2021-03-24	Code
11	PRN (ViViT)	37.5	No	Proposal Relation Network for Temporal Action De...	2021-06-20	Code
12	AVFusion	36.82	No	Hear Me Out: Fusional Approaches for Audio Augme...	2021-06-27	Code
13	TriDet (TSP features)	36.8	No	TriDet: Temporal Action Detection with Relative ...	2023-03-13	Code
14	TadTR (TSP features)	36.75	No	End-to-end Temporal Action Detection with Transf...	2021-06-18	Code
15	ActionFormer (TSP feautures)	36.6	No	ActionFormer: Localizing Moments of Actions with...	2022-02-16	Code
16	TAGS (I3D)	36.5	No	Proposal-Free Temporal Action Detection via Glob...	2022-07-14	Code
17	VSGN (TSP features)	35.94	No	Video Self-Stitching Graph Network for Temporal ...	2020-11-30	Code
18	TSP	35.81	No	TSP: Temporally-Sensitive Pretraining of Video E...	2020-11-23	Code
19	HCN(I3D features)	35.61	No	-	-	-
20	DCAN (TSN features)	35.39	No	DCAN: Improving Temporal Action Detection via Du...	2021-12-07	Code
21	E2E-TAD (SlowFast R50+TadTR)	35.1	No	An Empirical Study of End-to-End Temporal Action...	2022-04-06	Code
22	LoFi+G-TAD	34.96	No	-	-	-
23	BSN++	34.88	No	BSN++: Complementary Boundary Regressor with Sca...	2020-09-15	Code
24	G-TAD+BSP	34.75	No	Boundary-sensitive Pre-training for Temporal Loc...	2020-11-21	Code
25	SSTAP@100%+	34.48	No	Self-Supervised Learning for Semi-Supervised Tem...	2021-04-07	Code
26	BC-GNN	34.26	No	Boundary Content Graph Neural Network for Tempor...	2020-08-04	-
27	GCM	34.24	No	Graph Convolutional Module for Temporal Action L...	2021-12-01	-
28	G-TAD	34.09	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
29	BMN	33.85	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
30	SSN	32.26	No	A Pursuit of Temporal Accuracy in General Activi...	2017-03-08	Code
31	P-GCN	31.11	No	Graph Convolutional Networks for Temporal Action...	2019-09-07	Code
32	BSN	30.03	No	BSN: Boundary Sensitive Network for Temporal Act...	2018-06-08	Code
33	ASM-Loc	25.1	No	ASM-Loc: Action-aware Segment Modeling for Weakl...	2022-03-29	Code