Action Segmentation on GTEA

Metric: Acc (higher is better)

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#	Model↕	Acc▼	Extra Data	Paper	Date↕	Code
1	Semantic2Graph	89.8	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
2	FACT	84.5	No	-	-	Code
3	BaFormer	83	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
4	SF-TMN(ASFormer)	83	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
5	DiffAct	82.2	No	Diffusion Action Segmentation	2023-03-31	Code
6	DPRN	82	No	-	-	-
7	BIT	82	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
8	Br-Prompt+ASFormer	81.2	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
9	C2F-TCN	80.8	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
10	CETNet	80.3	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
11	UVAST	80.2	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
12	MS-TCN++	80.1	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
13	DA	80	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
14	SSTDA	79.8	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
15	BCN	79.8	No	-	-	Code
16	ASFormer	79.7	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
17	MS-TCN++(sh)	79.7	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
18	MS-TCN	79.2	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
19	SSTDA + HASR	78.7	No	-	-	Code
20	ETSN	78.2	No	-	-	Code
21	DS-TCN	78.1	No	-	-	-
22	ASRF	77.3	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
23	EUT	77	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
24	ASRF + HASR	76.9	No	-	-	Code
25	TDRN	70.1	No	-	-	-
26	AUL	69.2	No	-	-	Code
27	ED-TCN	64	No	Temporal Convolutional Networks for Action Segme...	2016-11-16	Code
28	ST-CNN	60.6	No	Segmental Spatiotemporal CNNs for Fine-grained A...	2016-02-09	-

#1Semantic2GraphSOTA
89.8
Acc· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#2FACT
84.5
Acc
No paperCode
#3BaFormer
83
Acc· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#4SF-TMN(ASFormer)
83
Acc· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#5DiffAct
82.2
Acc· 2023-03-31
Diffusion Action Segmentation Code
#6DPRN
82
Acc
No paper
#7BIT
82
Acc· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#8Br-Prompt+ASFormerSOTA
81.2
Acc· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#9C2F-TCNSOTA
80.8
Acc· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#10CETNet
80.3
Acc· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#11UVAST
80.2
Acc· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#12MS-TCN++SOTA
80.1
Acc· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#13DA
80
Acc· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#14SSTDASOTA
79.8
Acc· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#15BCN
79.8
Acc
No paperCode
#16ASFormer
79.7
Acc· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#17MS-TCN++(sh)
79.7
Acc· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#18MS-TCNSOTA
79.2
Acc· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#19SSTDA + HASR
78.7
Acc
No paperCode
#20ETSN
78.2
Acc
No paperCode
#21DS-TCN
78.1
Acc
No paper
#22ASRF
77.3
Acc· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#23EUT
77
Acc· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#24ASRF + HASR
76.9
Acc
No paperCode
#25TDRN
70.1
Acc
No paper
#26AUL
69.2
Acc
No paperCode
#27ED-TCNSOTA
64
Acc· 2016-11-16
Temporal Convolutional Networks for Action Segmentation and Detection Code
#28ST-CNNSOTA
60.6
Acc· 2016-02-09
Segmental Spatiotemporal CNNs for Fine-grained Action Segmentation