Action Segmentation on 50 Salads

Metric: F1@10% (higher is better)

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#	Model↕	F1@10%▼	Extra Data	Paper	Date↕	Code
1	Br-Prompt+ASPnet (RGB, flow, accelerometer)	92.7	Yes	-	-	-
2	Semantic2Graph	91.5	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
3	DiffAct	90.1	No	Diffusion Action Segmentation	2023-03-31	Code
4	LTContext	89.4	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
5	BaFormer	89.3	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
6	Br-Prompt+ASFormer	89.2	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
7	EUT	89.2	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
8	SF-TMN(ASFormer)	89.1	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
9	UVAST	89.1	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
10	DPRN	87.8	No	-	-	-
11	CETNet	87.6	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
12	ASRF + HASR	86.6	No	-	-	Code
13	ETSN	85.2	No	-	-	Code
14	ASFormer+ASRF	85.1	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
15	ASFormer	85.1	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
16	ASRF	84.9	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
17	AUL	84.4	No	-	-	Code
18	C2F-TCN	84.3	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
19	SSTDA	83	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
20	BCN	82.3	No	-	-	Code
21	DA	82	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
22	MS-TCN++	80.7	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
23	G2L (MS-TCN)	80.3	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
24	DTGRM	79.1	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
25	MS-TCN++(sh)	78.7	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
26	DS-TCN	77	No	-	-	-
27	MS-TCN	76.3	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code

#1Br-Prompt+ASPnet (RGB, flow, accelerometer)
92.7
F1@10%· Extra Data
No paper
#2Semantic2GraphSOTA
91.5
F1@10%· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#3DiffAct
90.1
F1@10%· 2023-03-31
Diffusion Action Segmentation Code
#4LTContext
89.4
F1@10%· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#5BaFormer
89.3
F1@10%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#6Br-Prompt+ASFormerSOTA
89.2
F1@10%· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#7EUT
89.2
F1@10%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#8SF-TMN(ASFormer)
89.1
F1@10%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#9UVAST
89.1
F1@10%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#10DPRN
87.8
F1@10%
No paper
#11CETNet
87.6
F1@10%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#12ASRF + HASR
86.6
F1@10%
No paperCode
#13ETSN
85.2
F1@10%
No paperCode
#14ASFormer+ASRFSOTA
85.1
F1@10%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#15ASFormer
85.1
F1@10%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#16ASRFSOTA
84.9
F1@10%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#17AUL
84.4
F1@10%
No paperCode
#18C2F-TCN
84.3
F1@10%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#19SSTDASOTA
83
F1@10%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#20BCN
82.3
F1@10%
No paperCode
#21DA
82
F1@10%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#22MS-TCN++
80.7
F1@10%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#23G2L (MS-TCN)
80.3
F1@10%· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#24DTGRM
79.1
F1@10%· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#25MS-TCN++(sh)
78.7
F1@10%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#26DS-TCN
77
F1@10%
No paper
#27MS-TCNSOTA
76.3
F1@10%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code