Action Detection on UCF101-24

Metric: Video-mAP 0.2 (higher is better)

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#	Model↕	Video-mAP 0.2▼	Extra Data	Paper	Date↕	Code
1	HIT	88.8	No	Holistic Interaction Transformer Network for Act...	2022-10-23	Code
2	STAR/L	88	Yes	End-to-End Spatio-Temporal Action Localisation w...	2023-04-24	-
3	HISAN (ResNet-101 + FPN)	82.3	No	-	-	-
4	MOC	81.8	No	Actions as Moving Points	2020-01-14	Code
5	HISAN (VGG-16)	80.42	No	-	-	-
6	YOWO + LFB	78.6	No	You Only Watch Once: A Unified CNN Architecture ...	2019-11-15	Code
7	Two-in-one Two Stream	78.48	No	Dance with Flow: Two-in-One Stream Action Detect...	2019-04-01	Code
8	TACNet	77.5	No	TACNet: Transition-Aware Context Network for Spa...	2019-05-31	-
9	STEP	76.6	No	STEP: Spatio-Temporal Progressive Learning for V...	2019-04-19	Code
10	YOWO	75.8	No	You Only Watch Once: A Unified CNN Architecture ...	2019-11-15	Code
11	Two-in-one	75.48	No	Dance with Flow: Two-in-One Stream Action Detect...	2019-04-01	Code
12	T-CNN	47.1	No	Tube Convolutional Neural Network (T-CNN) for Ac...	2017-03-30	Code

#1HITSOTA
88.8
Video-mAP 0.2· 2022-10-23
Holistic Interaction Transformer Network for Action Detection Code
#2STAR/L
88
Video-mAP 0.2· Extra Data· 2023-04-24
End-to-End Spatio-Temporal Action Localisation with Video Transformers
#3HISAN (ResNet-101 + FPN)
82.3
Video-mAP 0.2
No paper
#4MOCSOTA
81.8
Video-mAP 0.2· 2020-01-14
Actions as Moving Points Code
#5HISAN (VGG-16)
80.42
Video-mAP 0.2
No paper
#6YOWO + LFBSOTA
78.6
Video-mAP 0.2· 2019-11-15
You Only Watch Once: A Unified CNN Architecture for Real-Time Spatiotemporal Action Localization Code
#7Two-in-one Two StreamSOTA
78.48
Video-mAP 0.2· 2019-04-01
Dance with Flow: Two-in-One Stream Action Detection Code
#8TACNet
77.5
Video-mAP 0.2· 2019-05-31
TACNet: Transition-Aware Context Network for Spatio-Temporal Action Detection
#9STEP
76.6
Video-mAP 0.2· 2019-04-19
STEP: Spatio-Temporal Progressive Learning for Video Action Detection Code
#10YOWO
75.8
Video-mAP 0.2· 2019-11-15
You Only Watch Once: A Unified CNN Architecture for Real-Time Spatiotemporal Action Localization Code
#11Two-in-one
75.48
Video-mAP 0.2· 2019-04-01
Dance with Flow: Two-in-One Stream Action Detection Code
#12T-CNNSOTA
47.1
Video-mAP 0.2· 2017-03-30
Tube Convolutional Neural Network (T-CNN) for Action Detection in Videos Code