Action Localization on 50 Salads

Metric: Acc (higher is better)

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#	Model↕	Acc▼	Extra Data	Paper	Date↕	Code
1	Br-Prompt+ASPnet (RGB, flow, accelerometer)	91.4	Yes	-	-	-
2	SF-TMN(ASFormer)	89.8	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
3	BaFormer	89.5	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
4	DiffAct	88.9	No	Diffusion Action Segmentation	2023-03-31	Code
5	Semantic2Graph	88.6	Yes	Semantic2Graph: Graph-based Multi-modal Feature ...	2022-09-13	-
6	Br-Prompt+ASFormer	88.1	Yes	Bridge-Prompt: Towards Ordinal Action Understand...	2022-03-26	Code
7	LTContext	87.7	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
8	UVAST	87.4	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
9	EUT	87.4	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
10	DPRN	87.2	No	-	-	-
11	CETNet	86.9	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
12	ASFormer+ASRF	85.9	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
13	ASFormer	85.6	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
14	C2F-TCN	84.9	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
15	ASRF	84.5	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
16	BCN	84.4	No	-	-	Code
17	ASRF + HASR	83.9	No	-	-	Code
18	MS-TCN++	83.7	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
19	SSTDA	83.2	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
20	DA	83.2	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
21	G2L (MS-TCN)	82.2	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
22	MS-TCN++(sh)	82.2	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
23	ETSN	82	No	-	-	Code
24	MS-TCN	80.7	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
25	DTGRM	80	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
26	DS-TCN	80	No	-	-	-
27	AUL	77.9	No	-	-	Code
28	TW-FINCH (K=avg/activity)	66.5	No	Temporally-Weighted Hierarchical Clustering for ...	2021-03-20	Code
29	LSTM+AL	60.6	No	A Perceptual Prediction Framework for Self Super...	2018-11-12	Code
30	TOT+TCL	45.3	No	Unsupervised Action Segmentation by Joint Repres...	2021-05-27	Code
31	TOT	40.6	No	Unsupervised Action Segmentation by Joint Repres...	2021-05-27	Code

#1Br-Prompt+ASPnet (RGB, flow, accelerometer)
91.4
Acc· Extra Data
No paper
#2SF-TMN(ASFormer)SOTA
89.8
Acc· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#3BaFormer
89.5
Acc· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#4DiffActSOTA
88.9
Acc· 2023-03-31
Diffusion Action Segmentation Code
#5Semantic2GraphSOTA
88.6
Acc· Extra Data· 2022-09-13
Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos
#6Br-Prompt+ASFormerSOTA
88.1
Acc· Extra Data· 2022-03-26
Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos Code
#7LTContext
87.7
Acc· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#8UVAST
87.4
Acc· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#9EUT
87.4
Acc· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#10DPRN
87.2
Acc
No paper
#11CETNet
86.9
Acc· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#12ASFormer+ASRFSOTA
85.9
Acc· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#13ASFormer
85.6
Acc· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#14C2F-TCNSOTA
84.9
Acc· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#15ASRFSOTA
84.5
Acc· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#16BCN
84.4
Acc
No paperCode
#17ASRF + HASR
83.9
Acc
No paperCode
#18MS-TCN++SOTA
83.7
Acc· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#19SSTDASOTA
83.2
Acc· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#20DA
83.2
Acc· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#21G2L (MS-TCN)
82.2
Acc· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#22MS-TCN++(sh)
82.2
Acc· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#23ETSN
82
Acc
No paperCode
#24MS-TCNSOTA
80.7
Acc· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#25DTGRM
80
Acc· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#26DS-TCN
80
Acc
No paper
#27AUL
77.9
Acc
No paperCode
#28TW-FINCH (K=avg/activity)
66.5
Acc· 2021-03-20
Temporally-Weighted Hierarchical Clustering for Unsupervised Action Segmentation Code
#29LSTM+ALSOTA
60.6
Acc· 2018-11-12
A Perceptual Prediction Framework for Self Supervised Event Segmentation Code
#30TOT+TCL
45.3
Acc· 2021-05-27
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Code
#31TOT
40.6
Acc· 2021-05-27
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Code