Action Segmentation on 50 Salads

Metric: F1@25% (higher is better)

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#	Model↕	F1@25%▼	Extra Data	Paper	Date↕	Code
1	Br-Prompt+ASPnet (RGB, flow, accelerometer)	91.6	Yes	-	-	-
2	Semantic2Graph	90.2	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
3	DiffAct	89.2	No	Diffusion Action Segmentation	2023-03-31	Code
4	BaFormer	88.4	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
5	SF-TMN(ASFormer)	88	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
6	Br-Prompt+ASFormer	87.8	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
7	LTContext	87.7	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
8	UVAST	87.6	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
9	EUT	87.5	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
10	CETNet	86.5	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
11	DPRN	86.3	No	-	-	-
12	ASRF + HASR	85.7	No	-	-	Code
13	ASFormer+ASRF	85.4	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
14	ETSN	83.9	No	-	-	Code
15	ASRF	83.5	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
16	ASFormer	83.4	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
17	C2F-TCN	81.8	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
18	SSTDA	81.5	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
19	BCN	81.3	No	-	-	Code
20	AUL	81.3	No	-	-	Code
21	DA	80.1	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
22	MS-TCN++	78.5	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
23	G2L (MS-TCN)	78	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
24	MS-TCN++(sh)	76.6	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
25	DTGRM	75.9	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
26	DS-TCN	74.43	No	-	-	-
27	MS-TCN	74	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code

#1Br-Prompt+ASPnet (RGB, flow, accelerometer)
91.6
F1@25%· Extra Data
No paper
#2Semantic2GraphSOTA
90.2
F1@25%· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#3DiffAct
89.2
F1@25%· 2023-03-31
Diffusion Action Segmentation Code
#4BaFormer
88.4
F1@25%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#5SF-TMN(ASFormer)
88
F1@25%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#6Br-Prompt+ASFormerSOTA
87.8
F1@25%· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#7LTContext
87.7
F1@25%· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#8UVAST
87.6
F1@25%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#9EUT
87.5
F1@25%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#10CETNet
86.5
F1@25%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#11DPRN
86.3
F1@25%
No paper
#12ASRF + HASR
85.7
F1@25%
No paperCode
#13ASFormer+ASRFSOTA
85.4
F1@25%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#14ETSN
83.9
F1@25%
No paperCode
#15ASRFSOTA
83.5
F1@25%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#16ASFormer
83.4
F1@25%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#17C2F-TCN
81.8
F1@25%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#18SSTDASOTA
81.5
F1@25%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#19BCN
81.3
F1@25%
No paperCode
#20AUL
81.3
F1@25%
No paperCode
#21DA
80.1
F1@25%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#22MS-TCN++
78.5
F1@25%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#23G2L (MS-TCN)
78
F1@25%· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#24MS-TCN++(sh)
76.6
F1@25%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#25DTGRM
75.9
F1@25%· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#26DS-TCN
74.43
F1@25%
No paper
#27MS-TCNSOTA
74
F1@25%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code