Action Localization on FineAction

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	RDFA-S6 (InternVideo2-6B)	29.6	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba(InternVideo2-6B)	29.04	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	InternVideo2-6B	27.7	No	InternVideo2: Scaling Foundation Models for Mult...	2024-03-22	Code
4	DyFADet (VideoMAE v2-g)	23.8	No	DyFADet: Dynamic Feature Aggregation for Tempora...	2024-07-03	Code
5	VideoMAE V2-g	18.24	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
6	InternVideo	17.57	No	InternVideo: General Video Foundation Models via...	2022-12-06	Code
7	BMN (i3d feaure)	9.25	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
8	G-TAD (i3d feature)	9.06	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
9	DBG (i3d feature)	6.75	No	Fast Learning of Temporal Action Proposal via De...	2019-11-11	Code
10	HAAN	4.1	No	Weakly-Supervised Temporal Action Detection for ...	2022-07-24	Code
11	W-TALC	3.45	No	W-TALC: Weakly-supervised Temporal Activity Loca...	2018-07-27	Code
12	D2-Net	3.35	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
13	ASL	3.3	No	Weakly Supervised Action Selection Learning in V...	2021-05-06	Code

#1RDFA-S6 (InternVideo2-6B)SOTA
29.6
mAP· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#2ActionMamba(InternVideo2-6B)SOTA
29.04
mAP· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#3InternVideo2-6B
27.7
mAP· 2024-03-22
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding Code
#4DyFADet (VideoMAE v2-g)
23.8
mAP· 2024-07-03
DyFADet: Dynamic Feature Aggregation for Temporal Action Detection Code
#5VideoMAE V2-gSOTA
18.24
mAP· Extra Data· 2023-03-29
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Code
#6InternVideoSOTA
17.57
mAP· 2022-12-06
InternVideo: General Video Foundation Models via Generative and Discriminative Learning Code
#7BMN (i3d feaure)SOTA
9.25
mAP· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#8G-TAD (i3d feature)
9.06
mAP· 2019-11-26
G-TAD: Sub-Graph Localization for Temporal Action Detection Code
#9DBG (i3d feature)
6.75
mAP· 2019-11-11
Fast Learning of Temporal Action Proposal via Dense Boundary Generator Code
#10HAAN
4.1
mAP· 2022-07-24
Weakly-Supervised Temporal Action Detection for Fine-Grained Videos with Hierarchical Atomic Actions Code
#11W-TALCSOTA
3.45
mAP· 2018-07-27
W-TALC: Weakly-supervised Temporal Activity Localization and Classification Code
#12D2-Net
3.35
mAP· 2020-12-11
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations Code
#13ASL
3.3
mAP· 2021-05-06
Weakly Supervised Action Selection Learning in Video Code