Video on FineAction

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)	46.4	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba(InternVideo2-6B)	45.44	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	DyFADet (VideoMAE v2-g)	37.1	No	DyFADet: Dynamic Feature Aggregation for Tempora...	2024-07-03	Code
4	VideoMAE V2-g	29.07	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
5	BMN (i3d feaure)	14.44	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
6	G-TAD (i3d feature)	13.74	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
7	DBG (i3d feature)	10.65	No	Fast Learning of Temporal Action Proposal via De...	2019-11-11	Code
8	HAAN	7.05	No	Weakly-Supervised Temporal Action Detection for ...	2022-07-24	Code
9	D2-Net	6.75	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
10	W-TALC	6.18	No	W-TALC: Weakly-supervised Temporal Activity Loca...	2018-07-27	Code
11	ASL	2.68	No	Weakly Supervised Action Selection Learning in V...	2021-05-06	Code

#1RDFA-S6 (InternVideo2-6B)SOTA
46.4
mAP IOU@0.5· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#2ActionMamba(InternVideo2-6B)SOTA
45.44
mAP IOU@0.5· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#3DyFADet (VideoMAE v2-g)
37.1
mAP IOU@0.5· 2024-07-03
DyFADet: Dynamic Feature Aggregation for Temporal Action Detection Code
#4VideoMAE V2-gSOTA
29.07
mAP IOU@0.5· Extra Data· 2023-03-29
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Code
#5BMN (i3d feaure)SOTA
14.44
mAP IOU@0.5· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#6G-TAD (i3d feature)
13.74
mAP IOU@0.5· 2019-11-26
G-TAD: Sub-Graph Localization for Temporal Action Detection Code
#7DBG (i3d feature)
10.65
mAP IOU@0.5· 2019-11-11
Fast Learning of Temporal Action Proposal via Dense Boundary Generator Code
#8HAAN
7.05
mAP IOU@0.5· 2022-07-24
Weakly-Supervised Temporal Action Detection for Fine-Grained Videos with Hierarchical Atomic Actions Code
#9D2-Net
6.75
mAP IOU@0.5· 2020-12-11
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations Code
#10W-TALCSOTA
6.18
mAP IOU@0.5· 2018-07-27
W-TALC: Weakly-supervised Temporal Activity Localization and Classification Code
#11ASL
2.68
mAP IOU@0.5· 2021-05-06
Weakly Supervised Action Selection Learning in Video Code