Action Segmentation on GTEA

Metric: F1@10% (higher is better)

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#	Model↕	F1@10%▼	Extra Data	Paper	Date↕	Code
1	FACT	96.1	No	-	-	Code
2	Semantic2Graph	95.7	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
3	BIT	94.8	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
4	Br-Prompt+ASFormer	94.1	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
5	DPRN	92.9	No	-	-	-
6	UVAST	92.7	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
7	DiffAct	92.5	No	Diffusion Action Segmentation	2023-03-31	Code
8	BaFormer	92	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
9	SF-TMN(ASFormer)	91.9	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
10	CETNet	91.8	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
11	ETSN	91.1	No	-	-	Code
12	SSTDA + HASR	90.9	No	-	-	Code
13	DA	90.5	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
14	C2F-TCN	90.3	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
15	ASFormer	90.1	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
16	SSTDA	90	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
17	ASRF	89.4	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
18	ASRF + HASR	89.2	No	-	-	Code
19	MS-TCN++	88.8	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
20	BCN	88.5	No	-	-	Code
21	DS-TCN	88.3	No	-	-	-
22	MS-TCN++(sh)	88.2	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
23	EUT	88.2	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
24	AUL	88.2	No	-	-	Code
25	MS-TCN	87.5	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
26	TDRN	79.2	No	-	-	-
27	ED-TCN	72.2	No	Temporal Convolutional Networks for Action Segme...	2016-11-16	Code
28	ST-CNN	58.7	No	Segmental Spatiotemporal CNNs for Fine-grained A...	2016-02-09	-

#1FACT
96.1
F1@10%
No paperCode
#2Semantic2GraphSOTA
95.7
F1@10%· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#3BIT
94.8
F1@10%· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#4Br-Prompt+ASFormerSOTA
94.1
F1@10%· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#5DPRN
92.9
F1@10%
No paper
#6UVAST
92.7
F1@10%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#7DiffAct
92.5
F1@10%· 2023-03-31
Diffusion Action Segmentation Code
#8BaFormer
92
F1@10%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#9SF-TMN(ASFormer)
91.9
F1@10%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#10CETNet
91.8
F1@10%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#11ETSN
91.1
F1@10%
No paperCode
#12SSTDA + HASR
90.9
F1@10%
No paperCode
#13DASOTA
90.5
F1@10%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#14C2F-TCN
90.3
F1@10%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#15ASFormer
90.1
F1@10%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#16SSTDASOTA
90
F1@10%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#17ASRF
89.4
F1@10%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#18ASRF + HASR
89.2
F1@10%
No paperCode
#19MS-TCN++
88.8
F1@10%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#20BCN
88.5
F1@10%
No paperCode
#21DS-TCN
88.3
F1@10%
No paper
#22MS-TCN++(sh)
88.2
F1@10%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#23EUT
88.2
F1@10%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#24AUL
88.2
F1@10%
No paperCode
#25MS-TCNSOTA
87.5
F1@10%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#26TDRN
79.2
F1@10%
No paper
#27ED-TCNSOTA
72.2
F1@10%· 2016-11-16
Temporal Convolutional Networks for Action Segmentation and Detection Code
#28ST-CNNSOTA
58.7
F1@10%· 2016-02-09
Segmental Spatiotemporal CNNs for Fine-grained Action Segmentation