Action Localization on GTEA

Metric: F1@25% (higher is better)

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#	Model↕	F1@25%▼	Extra Data	Paper	Date↕	Code
1	FACT	95.6	No	-	-	Code
2	Semantic2Graph	94.2	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
3	BIT	92.8	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
4	Br-Prompt+ASFormer	92	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
5	DPRN	92	No	-	-	-
6	DiffAct	91.5	No	Diffusion Action Segmentation	2023-03-31	Code
7	BaFormer	91.3	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
8	UVAST	91.3	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
9	CETNet	91.2	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
10	SF-TMN(ASFormer)	90.7	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
11	ETSN	90	No	-	-	Code
12	SSTDA	89.1	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
13	ASFormer	88.8	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
14	C2F-TCN	88.8	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
15	SSTDA + HASR	88.6	No	-	-	Code
16	DA	88.4	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
17	ASRF	87.8	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
18	ASRF + HASR	87.2	No	-	-	Code
19	EUT	87.2	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
20	BCN	87.1	No	-	-	Code
21	MS-TCN++(sh)	86.2	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
22	MS-TCN++	85.7	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
23	AUL	85.5	No	-	-	Code
24	DS-TCN	85.44	No	-	-	-
25	MS-TCN	85.4	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
26	TDRN	74.4	No	-	-	-
27	ED-TCN	69.3	No	Temporal Convolutional Networks for Action Segme...	2016-11-16	Code
28	ST-CNN	54.4	No	Segmental Spatiotemporal CNNs for Fine-grained A...	2016-02-09	-

#1FACT
95.6
F1@25%
No paperCode
#2Semantic2GraphSOTA
94.2
F1@25%· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#3BIT
92.8
F1@25%· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#4Br-Prompt+ASFormerSOTA
92
F1@25%· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#5DPRN
92
F1@25%
No paper
#6DiffAct
91.5
F1@25%· 2023-03-31
Diffusion Action Segmentation Code
#7BaFormer
91.3
F1@25%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#8UVAST
91.3
F1@25%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#9CETNet
91.2
F1@25%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#10SF-TMN(ASFormer)
90.7
F1@25%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#11ETSN
90
F1@25%
No paperCode
#12SSTDASOTA
89.1
F1@25%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#13ASFormer
88.8
F1@25%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#14C2F-TCN
88.8
F1@25%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#15SSTDA + HASR
88.6
F1@25%
No paperCode
#16DA
88.4
F1@25%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#17ASRF
87.8
F1@25%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#18ASRF + HASR
87.2
F1@25%
No paperCode
#19EUT
87.2
F1@25%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#20BCN
87.1
F1@25%
No paperCode
#21MS-TCN++(sh)
86.2
F1@25%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#22MS-TCN++
85.7
F1@25%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#23AUL
85.5
F1@25%
No paperCode
#24DS-TCN
85.44
F1@25%
No paper
#25MS-TCNSOTA
85.4
F1@25%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#26TDRN
74.4
F1@25%
No paper
#27ED-TCNSOTA
69.3
F1@25%· 2016-11-16
Temporal Convolutional Networks for Action Segmentation and Detection Code
#28ST-CNNSOTA
54.4
F1@25%· 2016-02-09
Segmental Spatiotemporal CNNs for Fine-grained Action Segmentation