Action Localization on Breakfast

Metric: F1@25% (higher is better)

LeaderboardDataset

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Results

#	Model↕	F1@25%▼	Extra Data	Paper	Date↕	Code
1	AdaFocus (newly extracted I3D-features, LT-Context model)	79	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
2	FACT (efficient hybrid of convolution and transformer model)	76.5	No	-	-	Code
3	ASQuery	76.5	No	-	-	Code
4	DiffAct	75.9	No	Diffusion Action Segmentation	2023-03-31	Code
5	BIT	75.8	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
6	BaFormer	74.9	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
7	CETNet	74.3	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
8	SF-TMN(ASFormer)	74	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
9	ASPnet	72.9	No	-	-	-
10	LTContext	72.6	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
11	EUT	71.8	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
12	UVAST	71.5	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
13	ASFormer	70.6	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
14	DPRN	70.5	No	-	-	-
15	FIFA + MS-TCN	70.2	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
16	G2L(SSTDA)	69.9	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
17	ASRF + HASR	69.5	No	-	-	Code
18	SSTDA	69.1	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
19	ETSN	69	No	-	-	Code
20	ASRF	68.9	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
21	C2F-TCN	68.7	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
22	DA	68.6	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
23	MuCon	66.1	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
24	BCN	65.5	No	-	-	Code
25	DS-TCN	62.05	No	-	-	-
26	DTGRM	61.9	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
27	MS-TCN++ (I3D)	58.6	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
28	MS-TCN++(I3D) (sh)	57.7	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
29	GTRM	54	No	-	-	-
30	MS-TCN (IDT)	52.9	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
31	MS-TCN (I3D)	48.1	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code