Action Segmentation on Breakfast

Metric: Edit (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Edit▼	Extra Data	Paper	Date↕	Code
1	FACT (efficient hybrid of convolution and transformer model)	79.7	No	-	-	Code
2	BIT	79	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
3	FIFA + MS-TCN	78.5	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
4	ASQuery	78.4	No	-	-	Code
5	DiffAct	78.4	No	Diffusion Action Segmentation	2023-03-31	Code
6	AdaFocus (newly extracted I3D-features, LT-Context model)	78.3	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
7	CETNet	77.8	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
8	BaFormer	77.3	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
9	UVAST	77.1	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
10	SF-TMN(ASFormer)	77	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
11	LTContext	77	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
12	ASPnet	76.3	No	-	-	-
13	MuCon	76.3	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
14	DPRN	75.1	No	-	-	-
15	ASFormer	75	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
16	EUT	74.6	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
17	G2L(SSTDA)	74.5	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
18	SSTDA	73.7	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
19	DA	73.6	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
20	ASRF	72.4	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
21	ASRF + HASR	71.9	No	-	-	Code
22	ETSN	70.3	No	-	-	Code
23	C2F-TCN	69.6	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
24	DS-TCN	69.02	No	-	-	-
25	DTGRM	68.9	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
26	BCN	66.2	No	-	-	Code
27	MS-TCN++ (I3D)	65.6	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
28	MS-TCN++(I3D) (sh)	64.9	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
29	MS-TCN (I3D)	61.7	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
30	MS-TCN (IDT)	61.4	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
31	GTRM	58.7	No	-	-	-

#1FACT (efficient hybrid of convolution and transformer model)
79.7
Edit
No paperCode
#2BITSOTA
79
Edit· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#3FIFA + MS-TCNSOTA
78.5
Edit· 2021-08-09
FIFA: Fast Inference Approximation for Action Segmentation
#4ASQuery
78.4
Edit
No paperCode
#5DiffAct
78.4
Edit· 2023-03-31
Diffusion Action Segmentation Code
#6AdaFocus (newly extracted I3D-features, LT-Context model)
78.3
Edit· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#7CETNet
77.8
Edit· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#8BaFormer
77.3
Edit· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#9UVAST
77.1
Edit· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#10SF-TMN(ASFormer)
77
Edit· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#11LTContext
77
Edit· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#12ASPnet
76.3
Edit
No paper
#13MuConSOTA
76.3
Edit· 2019-04-05
Fast Weakly Supervised Action Segmentation Using Mutual Consistency Code
#14DPRN
75.1
Edit
No paper
#15ASFormer
75
Edit· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#16EUT
74.6
Edit· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#17G2L(SSTDA)
74.5
Edit· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#18SSTDA
73.7
Edit· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#19DA
73.6
Edit· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#20ASRF
72.4
Edit· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#21ASRF + HASR
71.9
Edit
No paperCode
#22ETSN
70.3
Edit
No paperCode
#23C2F-TCN
69.6
Edit· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#24DS-TCN
69.02
Edit
No paper
#25DTGRM
68.9
Edit· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#26BCN
66.2
Edit
No paperCode
#27MS-TCN++ (I3D)
65.6
Edit· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#28MS-TCN++(I3D) (sh)
64.9
Edit· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#29MS-TCN (I3D)SOTA
61.7
Edit· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#30MS-TCN (IDT)
61.4
Edit· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#31GTRM
58.7
Edit
No paper