Zero-Shot Learning on FineAction

Metric: mAP IOU@0.75 (higher is better)

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#	Model↕	mAP IOU@0.75▼	Augmentations	Paper	Date↕	Code
1	RDFA-S6 (InternVideo2-6B)	29.5	No	Enhancing Temporal Action Localization: Advanced...	2024-07-18	Code
2	ActionMamba(InternVideo2-6B)	28.82	No	Video Mamba Suite: State Space Model as a Versat...	2024-03-14	Code
3	DyFADet (VideoMAE v2-g)	23.7	No	DyFADet: Dynamic Feature Aggregation for Tempora...	2024-07-03	Code
4	VideoMAE V2-g	17.66	Yes	VideoMAE V2: Scaling Video Masked Autoencoders w...	2023-03-29	Code
5	BMN (i3d feaure)	8.92	No	BMN: Boundary-Matching Network for Temporal Acti...	2019-07-23	Code
6	G-TAD (i3d feature)	8.83	No	G-TAD: Sub-Graph Localization for Temporal Actio...	2019-11-26	Code
7	DBG (i3d feature)	6.43	No	Fast Learning of Temporal Action Proposal via De...	2019-11-11	Code
8	HAAN	3.95	No	Weakly-Supervised Temporal Action Detection for ...	2022-07-24	Code
9	W-TALC	3.15	No	W-TALC: Weakly-supervised Temporal Activity Loca...	2018-07-27	Code
10	D2-Net	3.02	No	D2-Net: Weakly-Supervised Action Localization vi...	2020-12-11	Code
11	ASL	0.81	No	Weakly Supervised Action Selection Learning in V...	2021-05-06	Code

#1RDFA-S6 (InternVideo2-6B)SOTA
29.5
mAP IOU@0.75· 2024-07-18
Enhancing Temporal Action Localization: Advanced S6 Modeling with Recurrent Mechanism Code
#2ActionMamba(InternVideo2-6B)SOTA
28.82
mAP IOU@0.75· 2024-03-14
Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding Code
#3DyFADet (VideoMAE v2-g)
23.7
mAP IOU@0.75· 2024-07-03
DyFADet: Dynamic Feature Aggregation for Temporal Action Detection Code
#4VideoMAE V2-gSOTA
17.66
mAP IOU@0.75· Augmentations· 2023-03-29
VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking Code
#5BMN (i3d feaure)SOTA
8.92
mAP IOU@0.75· 2019-07-23
BMN: Boundary-Matching Network for Temporal Action Proposal Generation Code
#6G-TAD (i3d feature)
8.83
mAP IOU@0.75· 2019-11-26
G-TAD: Sub-Graph Localization for Temporal Action Detection Code
#7DBG (i3d feature)
6.43
mAP IOU@0.75· 2019-11-11
Fast Learning of Temporal Action Proposal via Dense Boundary Generator Code
#8HAAN
3.95
mAP IOU@0.75· 2022-07-24
Weakly-Supervised Temporal Action Detection for Fine-Grained Videos with Hierarchical Atomic Actions Code
#9W-TALCSOTA
3.15
mAP IOU@0.75· 2018-07-27
W-TALC: Weakly-supervised Temporal Activity Localization and Classification Code
#10D2-Net
3.02
mAP IOU@0.75· 2020-12-11
D2-Net: Weakly-Supervised Action Localization via Discriminative Embeddings and Denoised Activations Code
#11ASL
0.81
mAP IOU@0.75· 2021-05-06
Weakly Supervised Action Selection Learning in Video Code