Action Segmentation on 50 Salads

Metric: F1@50% (higher is better)

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#	Model↕	F1@50%▼	Extra Data	Paper	Date↕	Code
1	Br-Prompt+ASPnet (RGB, flow, accelerometer)	88.5	Yes	-	-	-
2	Semantic2Graph	87.3	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
3	BaFormer	83.9	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
4	DiffAct	83.7	No	Diffusion Action Segmentation	2023-03-31	Code
5	SF-TMN(ASFormer)	82.9	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
6	LTContext	82	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
7	UVAST	81.7	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
8	Br-Prompt+ASFormer	81.3	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
9	EUT	81	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
10	CETNet	80.1	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
11	DPRN	79.4	No	-	-	-
12	ASFormer+ASRF	79.3	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
13	ASRF + HASR	78.5	No	-	-	Code
14	ASRF	77.3	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
15	ASFormer	76	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
16	ETSN	75.4	No	-	-	Code
17	BCN	74	No	-	-	Code
18	SSTDA	73.8	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
19	C2F-TCN	72.6	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
20	DA	72.5	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
21	MS-TCN++	70.1	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
22	G2L (MS-TCN)	69.8	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
23	MS-TCN++(sh)	68.3	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
24	AUL	67.1	No	-	-	Code
25	DTGRM	66.1	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
26	DS-TCN	65.78	No	-	-	-
27	MS-TCN	64.5	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code

#1Br-Prompt+ASPnet (RGB, flow, accelerometer)
88.5
F1@50%· Extra Data
No paper
#2Semantic2GraphSOTA
87.3
F1@50%· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#3BaFormer
83.9
F1@50%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#4DiffAct
83.7
F1@50%· 2023-03-31
Diffusion Action Segmentation Code
#5SF-TMN(ASFormer)
82.9
F1@50%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#6LTContext
82
F1@50%· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#7UVASTSOTA
81.7
F1@50%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#8Br-Prompt+ASFormerSOTA
81.3
F1@50%· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#9EUT
81
F1@50%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#10CETNet
80.1
F1@50%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#11DPRN
79.4
F1@50%
No paper
#12ASFormer+ASRFSOTA
79.3
F1@50%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#13ASRF + HASR
78.5
F1@50%
No paperCode
#14ASRFSOTA
77.3
F1@50%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#15ASFormer
76
F1@50%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#16ETSN
75.4
F1@50%
No paperCode
#17BCN
74
F1@50%
No paperCode
#18SSTDASOTA
73.8
F1@50%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#19C2F-TCN
72.6
F1@50%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#20DA
72.5
F1@50%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#21MS-TCN++
70.1
F1@50%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#22G2L (MS-TCN)
69.8
F1@50%· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#23MS-TCN++(sh)
68.3
F1@50%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#24AUL
67.1
F1@50%
No paperCode
#25DTGRM
66.1
F1@50%· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#26DS-TCN
65.78
F1@50%
No paper
#27MS-TCNSOTA
64.5
F1@50%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code