Action Localization on GTEA

Metric: F1@50% (higher is better)

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#	Model↕	F1@50%▼	Extra Data	Paper	Date↕	Code
1	Semantic2Graph	91.3	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
2	FACT	87.5	No	-	-	Code
3	DiffAct	84.7	No	Diffusion Action Segmentation	2023-03-31	Code
4	BaFormer	83.5	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
5	SF-TMN(ASFormer)	83.1	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
6	Br-Prompt+ASFormer	83	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
7	DPRN	82.9	No	-	-	-
8	BIT	82.6	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
9	CETNet	81.3	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
10	UVAST	81	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
11	ASRF	79.8	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
12	ASFormer	79.2	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
13	SSTDA	78	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
14	ETSN	77.9	No	-	-	Code
15	C2F-TCN	77.7	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
16	BCN	77.3	No	-	-	Code
17	SSTDA + HASR	76.4	No	-	-	Code
18	DA	76.2	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
19	MS-TCN++	76	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
20	MS-TCN++(sh)	75.9	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
21	ASRF + HASR	74.8	No	-	-	Code
22	MS-TCN	74.6	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
23	EUT	74	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
24	DS-TCN	72.84	No	-	-	-
25	AUL	67.3	No	-	-	Code
26	TDRN	62.7	No	-	-	-
27	ED-TCN	56	No	Temporal Convolutional Networks for Action Segme...	2016-11-16	Code
28	ST-CNN	41.9	No	Segmental Spatiotemporal CNNs for Fine-grained A...	2016-02-09	-

#1Semantic2GraphSOTA
91.3
F1@50%· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#2FACT
87.5
F1@50%
No paperCode
#3DiffAct
84.7
F1@50%· 2023-03-31
Diffusion Action Segmentation Code
#4BaFormer
83.5
F1@50%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#5SF-TMN(ASFormer)
83.1
F1@50%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#6Br-Prompt+ASFormerSOTA
83
F1@50%· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#7DPRN
82.9
F1@50%
No paper
#8BIT
82.6
F1@50%· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#9CETNet
81.3
F1@50%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#10UVAST
81
F1@50%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#11ASRFSOTA
79.8
F1@50%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#12ASFormer
79.2
F1@50%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#13SSTDASOTA
78
F1@50%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#14ETSN
77.9
F1@50%
No paperCode
#15C2F-TCN
77.7
F1@50%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#16BCN
77.3
F1@50%
No paperCode
#17SSTDA + HASR
76.4
F1@50%
No paperCode
#18DA
76.2
F1@50%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#19MS-TCN++
76
F1@50%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#20MS-TCN++(sh)
75.9
F1@50%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#21ASRF + HASR
74.8
F1@50%
No paperCode
#22MS-TCNSOTA
74.6
F1@50%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#23EUT
74
F1@50%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#24DS-TCN
72.84
F1@50%
No paper
#25AUL
67.3
F1@50%
No paperCode
#26TDRN
62.7
F1@50%
No paper
#27ED-TCNSOTA
56
F1@50%· 2016-11-16
Temporal Convolutional Networks for Action Segmentation and Detection Code
#28ST-CNNSOTA
41.9
F1@50%· 2016-02-09
Segmental Spatiotemporal CNNs for Fine-grained Action Segmentation