Action Localization on GTEA

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#	Model↕	Edit▼	Extra Data	Paper	Date↕	Code
1	FACT	93.5	No	-	-	Code
2	BIT	92.6	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
3	UVAST	92.1	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
4	Semantic2Graph	92	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
5	Br-Prompt+ASFormer	91.6	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
6	DPRN	90.9	No	-	-	-
7	DiffAct	89.6	No	Diffusion Action Segmentation	2023-03-31	Code
8	SF-TMN(ASFormer)	88.9	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
9	BaFormer	88.7	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
10	CETNet	87.9	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
11	SSTDA + HASR	87.5	No	-	-	Code
12	C2F-TCN	86.4	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
13	SSTDA	86.2	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
14	ETSN	86.2	No	-	-	Code
15	DA	85.8	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
16	ASFormer	84.6	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
17	ASRF + HASR	84.5	No	-	-	Code
18	BCN	84.4	No	-	-	Code
19	DS-TCN	84.05	No	-	-	-
20	AUL	84	No	-	-	Code
21	EUT	83.9	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
22	ASRF	83.7	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
23	MS-TCN++	83.5	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
24	MS-TCN++(sh)	83	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
25	MS-TCN	81.4	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
26	TDRN	74.1	No	-	-	-

#1FACT
93.5
Edit
No paperCode
#2BITSOTA
92.6
Edit· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#3UVASTSOTA
92.1
Edit· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#4Semantic2Graph
92
Edit· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#5Br-Prompt+ASFormerSOTA
91.6
Edit· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#6DPRN
90.9
Edit
No paper
#7DiffAct
89.6
Edit· 2023-03-31
Diffusion Action Segmentation Code
#8SF-TMN(ASFormer)
88.9
Edit· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#9BaFormer
88.7
Edit· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#10CETNet
87.9
Edit· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#11SSTDA + HASR
87.5
Edit
No paperCode
#12C2F-TCNSOTA
86.4
Edit· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#13SSTDASOTA
86.2
Edit· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#14ETSN
86.2
Edit
No paperCode
#15DA
85.8
Edit· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#16ASFormer
84.6
Edit· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#17ASRF + HASR
84.5
Edit
No paperCode
#18BCN
84.4
Edit
No paperCode
#19DS-TCN
84.05
Edit
No paper
#20AUL
84
Edit
No paperCode
#21EUT
83.9
Edit· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#22ASRF
83.7
Edit· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#23MS-TCN++
83.5
Edit· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#24MS-TCN++(sh)
83
Edit· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#25MS-TCNSOTA
81.4
Edit· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#26TDRN
74.1
Edit
No paper