Action Localization on Breakfast

Metric: F1@50% (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F1@50%▼	Extra Data	Paper	Date↕	Code
1	AdaFocus (newly extracted I3D-features, LT-Context model)	67.5	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
2	ASQuery	66.5	No	-	-	Code
3	FACT (efficient hybrid of convolution and transformer model)	66.2	No	-	-	Code
4	BIT	64.7	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
5	DiffAct	64.6	No	Diffusion Action Segmentation	2023-03-31	Code
6	BaFormer	63.2	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
7	SF-TMN(ASFormer)	62.2	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
8	CETNet	61.9	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
9	ASPnet	60.8	No	-	-	-
10	LTContext	60.1	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
11	EUT	59.8	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
12	UVAST	58	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
13	DPRN	57.6	No	-	-	-
14	C2F-TCN	57.6	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
15	ASFormer	57.4	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
16	ASRF + HASR	57	No	-	-	Code
17	DA	56.5	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
18	ETSN	56.2	No	-	-	Code
19	ASRF	56.1	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
20	SSTDA	55.2	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
21	BCN	55	No	-	-	Code
22	FIFA + MS-TCN	54.8	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
23	G2L(SSTDA)	54.6	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
24	DS-TCN	49.18	No	-	-	-
25	MuCon	48.4	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
26	DTGRM	46.6	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
27	MS-TCN++ (I3D)	45.9	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
28	MS-TCN++(I3D) (sh)	44.5	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
29	GTRM	43.3	No	-	-	-
30	MS-TCN (IDT)	40.8	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
31	MS-TCN (I3D)	37.9	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
32	UDE	31.9	No	Unsupervised Discriminative Embedding for Sub-Ac...	2021-04-30	-

#1AdaFocus (newly extracted I3D-features, LT-Context model)SOTA
67.5
F1@50%· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#2ASQuery
66.5
F1@50%
No paperCode
#3FACT (efficient hybrid of convolution and transformer model)
66.2
F1@50%
No paperCode
#4BITSOTA
64.7
F1@50%· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#5DiffActSOTA
64.6
F1@50%· 2023-03-31
Diffusion Action Segmentation Code
#6BaFormer
63.2
F1@50%· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#7SF-TMN(ASFormer)
62.2
F1@50%· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#8CETNetSOTA
61.9
F1@50%· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#9ASPnet
60.8
F1@50%
No paper
#10LTContext
60.1
F1@50%· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#11EUT
59.8
F1@50%· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#12UVAST
58
F1@50%· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#13DPRN
57.6
F1@50%
No paper
#14C2F-TCNSOTA
57.6
F1@50%· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#15ASFormer
57.4
F1@50%· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#16ASRF + HASR
57
F1@50%
No paperCode
#17DASOTA
56.5
F1@50%· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#18ETSN
56.2
F1@50%
No paperCode
#19ASRFSOTA
56.1
F1@50%· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#20SSTDASOTA
55.2
F1@50%· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#21BCN
55
F1@50%
No paperCode
#22FIFA + MS-TCN
54.8
F1@50%· 2021-08-09
FIFA: Fast Inference Approximation for Action Segmentation
#23G2L(SSTDA)
54.6
F1@50%· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#24DS-TCN
49.18
F1@50%
No paper
#25MuConSOTA
48.4
F1@50%· 2019-04-05
Fast Weakly Supervised Action Segmentation Using Mutual Consistency Code
#26DTGRM
46.6
F1@50%· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#27MS-TCN++ (I3D)
45.9
F1@50%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#28MS-TCN++(I3D) (sh)
44.5
F1@50%· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#29GTRM
43.3
F1@50%
No paper
#30MS-TCN (IDT)SOTA
40.8
F1@50%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#31MS-TCN (I3D)
37.9
F1@50%· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#32UDE
31.9
F1@50%· 2021-04-30
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities