Action Segmentation on Breakfast

Metric: Average F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Average F1▼	Extra Data	Paper	Date↕	Code
1	AdaFocus (newly extracted I3D-features, LT-Context model)	76.2	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
2	FACT (efficient hybrid of convolution and transformer model)	74.7	No	-	-	Code
3	ASQuery	74.6	No	-	-	Code
4	BIT	73.7	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
5	DiffAct	73.6	No	Diffusion Action Segmentation	2023-03-31	Code
6	BaFormer	72.4	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
7	CETNet	71.8	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
8	SF-TMN(ASFormer)	71.6	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
9	ASPnet	70.6	No	-	-	-
10	LTContext	70.1	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
11	EUT	69.3	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
12	UVAST	68.8	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
13	ASFormer	68	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
14	DPRN	67.9	No	-	-	-
15	ASRF + HASR	67.1	No	-	-	Code
16	G2L(SSTDA)	66.9	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
17	FIFA + MS-TCN	66.8	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
18	DA	66.4	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
19	ETSN	66.4	No	-	-	Code
20	ASRF	66.4	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
21	SSTDA	66.4	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
22	C2F-TCN	66.2	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
23	BCN	63.1	No	-	-	Code
24	MuCon	62.6	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
25	DS-TCN	59.6	No	-	-	-
26	DTGRM	59.1	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
27	MS-TCN++ (I3D)	56.2	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
28	MS-TCN++(I3D) (sh)	55.2	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
29	GTRM	51.6	No	-	-	-
30	MS-TCN (IDT)	50.6	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
31	MS-TCN (I3D)	46.2	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code

#1AdaFocus (newly extracted I3D-features, LT-Context model)SOTA
76.2
Average F1· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#2FACT (efficient hybrid of convolution and transformer model)
74.7
Average F1
No paperCode
#3ASQuery
74.6
Average F1
No paperCode
#4BITSOTA
73.7
Average F1· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#5DiffActSOTA
73.6
Average F1· 2023-03-31
Diffusion Action Segmentation Code
#6BaFormer
72.4
Average F1· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#7CETNetSOTA
71.8
Average F1· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#8SF-TMN(ASFormer)
71.6
Average F1· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#9ASPnet
70.6
Average F1
No paper
#10LTContext
70.1
Average F1· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#11EUT
69.3
Average F1· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#12UVAST
68.8
Average F1· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#13ASFormerSOTA
68
Average F1· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#14DPRN
67.9
Average F1
No paper
#15ASRF + HASR
67.1
Average F1
No paperCode
#16G2L(SSTDA)SOTA
66.9
Average F1· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#17FIFA + MS-TCN
66.8
Average F1· 2021-08-09
FIFA: Fast Inference Approximation for Action Segmentation
#18DA
66.4
Average F1· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#19ETSN
66.4
Average F1
No paperCode
#20ASRF
66.4
Average F1· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#21SSTDASOTA
66.4
Average F1· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#22C2F-TCN
66.2
Average F1· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#23BCN
63.1
Average F1
No paperCode
#24MuConSOTA
62.6
Average F1· 2019-04-05
Fast Weakly Supervised Action Segmentation Using Mutual Consistency Code
#25DS-TCN
59.6
Average F1
No paper
#26DTGRM
59.1
Average F1· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#27MS-TCN++ (I3D)
56.2
Average F1· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#28MS-TCN++(I3D) (sh)
55.2
Average F1· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#29GTRM
51.6
Average F1
No paper
#30MS-TCN (IDT)SOTA
50.6
Average F1· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#31MS-TCN (I3D)
46.2
Average F1· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code