Action Segmentation on Breakfast

Metric: F1@10% (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F1@10%▼	Extra Data	Paper	Date↕	Code
1	AdaFocus (newly extracted I3D-features, LT-Context model)	82.1	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
2	FACT (efficient hybrid of convolution and transformer model)	81.4	No	-	-	Code
3	ASQuery	80.7	No	-	-	Code
4	BIT	80.6	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
5	DiffAct	80.3	No	Diffusion Action Segmentation	2023-03-31	Code
6	CETNet	79.3	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
7	BaFormer	79.2	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
8	SF-TMN(ASFormer)	78.7	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
9	ASPnet	78.1	No	-	-	-
10	LTContext	77.6	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
11	UVAST	76.9	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
12	G2L(SSTDA)	76.3	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
13	EUT	76.2	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
14	ASFormer	76	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
15	DPRN	75.6	No	-	-	-
16	FIFA + MS-TCN	75.5	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
17	SSTDA	75	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
18	ASRF + HASR	74.7	No	-	-	Code
19	ASRF	74.3	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
20	DA	74.2	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
21	ETSN	74	No	-	-	Code
22	MuCon	73.2	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
23	C2F-TCN	72.2	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
24	BCN	68.7	No	-	-	Code
25	DTGRM	68.7	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
26	DS-TCN	67.7	No	-	-	-
27	MS-TCN++ (I3D)	64.1	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
28	MS-TCN++(I3D) (sh)	63.3	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
29	MS-TCN (IDT)	58.2	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
30	GTRM	57.5	No	-	-	-
31	MS-TCN (I3D)	52.6	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code

#1AdaFocus (newly extracted I3D-features, LT-Context model)SOTA
82.1
F1@10%· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#2FACT (efficient hybrid of convolution and transformer model)
81.4
F1@10%
No paperCode
#3ASQuery
80.7
F1@10%
No paperCode
#4BITSOTA
80.6
F1@10%· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#5DiffActSOTA
80.3
F1@10%· 2023-03-31
Diffusion Action Segmentation Code
#6CETNetSOTA
79.3
F1@10%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#7BaFormer
79.2
F1@10%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#8SF-TMN(ASFormer)
78.7
F1@10%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#9ASPnet
78.1
F1@10%
No paper
#10LTContext
77.6
F1@10%· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#11UVAST
76.9
F1@10%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#12G2L(SSTDA)SOTA
76.3
F1@10%· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#13EUT
76.2
F1@10%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#14ASFormer
76
F1@10%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#15DPRN
75.6
F1@10%
No paper
#16FIFA + MS-TCN
75.5
F1@10%· 2021-08-09
FIFA: Fast Inference Approximation for Action Segmentation
#17SSTDASOTA
75
F1@10%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#18ASRF + HASR
74.7
F1@10%
No paperCode
#19ASRF
74.3
F1@10%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#20DA
74.2
F1@10%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#21ETSN
74
F1@10%
No paperCode
#22MuConSOTA
73.2
F1@10%· 2019-04-05
Fast Weakly Supervised Action Segmentation Using Mutual Consistency Code
#23C2F-TCN
72.2
F1@10%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#24BCN
68.7
F1@10%
No paperCode
#25DTGRM
68.7
F1@10%· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#26DS-TCN
67.7
F1@10%
No paper
#27MS-TCN++ (I3D)
64.1
F1@10%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#28MS-TCN++(I3D) (sh)
63.3
F1@10%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#29MS-TCN (IDT)SOTA
58.2
F1@10%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#30GTRM
57.5
F1@10%
No paper
#31MS-TCN (I3D)
52.6
F1@10%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code