Action Segmentation on Breakfast

Metric: Acc (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Acc▼	Extra Data	Paper	Date↕	Code
1	AdaFocus (newly extracted I3D-features, LT-Context model)	78	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
2	ASQuery	77.9	No	-	-	Code
3	SF-TMN(ASFormer)	77	No	SF-TMN: SlowFast Temporal Modeling Network for S...	2023-06-15	-
4	BaFormer	76.6	No	Efficient Temporal Action Segmentation via Bound...	2024-05-25	Code
5	DiffAct	76.4	No	Diffusion Action Segmentation	2023-03-31	Code
6	FACT (efficient hybrid of convolution and transformer model)	76.2	No	-	-	Code
7	C2F-TCN	76	No	Coarse to Fine Multi-Resolution Temporal Convolu...	2021-05-23	Code
8	ASPnet	75.9	No	-	-	-
9	BIT	75.5	No	BIT: Bi-Level Temporal Modeling for Efficient Su...	2023-08-28	-
10	EUT	75	No	Do we really need temporal convolutions in actio...	2022-05-26	Code
11	CETNet	74.9	No	Cross-Enhancement Transformer for Action Segment...	2022-05-19	Code
12	LTContext	74.2	No	How Much Temporal Long-Term Context is Needed fo...	2023-08-22	Code
13	ASFormer	73.5	No	ASFormer: Transformer for Action Segmentation	2021-10-16	Code
14	DPRN	71.7	No	-	-	-
15	DA	71	No	Action Segmentation with Mixed Temporal Domain A...	2021-04-15	-
16	G2L(SSTDA)	70.8	No	Global2Local: Efficient Structure Search for Vid...	2021-01-04	Code
17	RF++-SSTDA	70.8	No	RF-Next: Efficient Receptive Field Search for Co...	2022-06-14	Code
18	DS-TCN	70.75	No	-	-	-
19	BCN	70.4	No	-	-	Code
20	SSTDA	70.2	No	Action Segmentation with Joint Self-Supervised T...	2020-03-05	Code
21	UVAST	69.7	No	Unified Fully and Timestamp Supervised Temporal ...	2022-09-01	Code
22	ASRF + HASR	69.4	No	-	-	Code
23	FIFA + MS-TCN	68.6	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
24	DTGRM	68.3	No	Temporal Relational Modeling with Self-Supervisi...	2020-12-14	Code
25	ETSN	67.8	No	-	-	Code
26	ASRF	67.6	No	Alleviating Over-segmentation Errors by Detectin...	2020-07-14	Code
27	MS-TCN++ (I3D)	67.6	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
28	MS-TCN++(I3D) (sh)	67.3	No	MS-TCN++: Multi-Stage Temporal Convolutional Net...	2020-06-16	Code
29	AUL	67.3	No	-	-	Code
30	MS-TCN (I3D)	66.3	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
31	MS-TCN (IDT)	65.1	No	MS-TCN: Multi-Stage Temporal Convolutional Netwo...	2019-03-05	Code
32	TSA (FINCH)	65.1	No	Leveraging triplet loss for unsupervised action ...	2023-04-13	Code
33	GTRM	65	No	-	-	-
34	TSA (Kmeans)	63.7	No	Leveraging triplet loss for unsupervised action ...	2023-04-13	Code
35	TSA (Spectral)	63.2	No	Leveraging triplet loss for unsupervised action ...	2023-04-13	Code
36	MuCon	62.8	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
37	TW-FINCH (K=avg/activity)	62.7	No	Temporally-Weighted Hierarchical Clustering for ...	2021-03-20	Code
38	ASOT	56.1	No	Temporally Consistent Unbalanced Optimal Transpo...	2024-04-01	Code
39	HVQ	54.4	No	Hierarchical Vector Quantization for Unsupervise...	2024-12-23	Code
40	ASAL	52.5	No	Action Shuffle Alternating Learning for Unsuperv...	2021-04-05	-
41	UFSA	52.1	No	Permutation-Aware Action Segmentation via Unsupe...	2023-05-31	Code
42	FIFA + MuCon	51.3	No	FIFA: Fast Inference Approximation for Action Se...	2021-08-09	-
43	CDFL	50.2	No	Weakly Supervised Energy-Based Learning for Acti...	2019-09-28	Code
44	TASL	49.9	No	-	-	Code
45	AdaFocus (newly extracted I3D-features, POC model)	49.6	No	Towards Weakly Supervised End-to-end Learning fo...	2023-11-28	-
46	MuCon	48.5	No	Fast Weakly Supervised Action Segmentation Using...	2019-04-05	Code
47	TOT	47.5	No	Unsupervised Action Segmentation by Joint Repres...	2021-05-27	Code
48	UDE	47.4	No	Unsupervised Discriminative Embedding for Sub-Ac...	2021-04-30	-
49	D3TW	45.7	No	D3TW: Discriminative Differentiable Dynamic Time...	2019-01-09	-
50	NNV	43	No	NeuralNetwork-Viterbi: A Framework for Weakly Su...	2018-05-17	-
51	LSTM+AL	42.9	No	A Perceptual Prediction Framework for Self Super...	2018-11-12	Code
52	POC	42.4	No	-	-	Code
53	CTE	41.8	No	Unsupervised learning of action classes with con...	2019-04-08	Code
54	TOT+TCL	39	No	Unsupervised Action Segmentation by Joint Repres...	2021-05-27	Code

#1AdaFocus (newly extracted I3D-features, LT-Context model)SOTA
78
Acc· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#2ASQuery
77.9
Acc
No paperCode
#3SF-TMN(ASFormer)SOTA
77
Acc· 2023-06-15
SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition
#4BaFormer
76.6
Acc· 2024-05-25
Efficient Temporal Action Segmentation via Boundary-aware Query Voting Code
#5DiffActSOTA
76.4
Acc· 2023-03-31
Diffusion Action Segmentation Code
#6FACT (efficient hybrid of convolution and transformer model)
76.2
Acc
No paperCode
#7C2F-TCNSOTA
76
Acc· 2021-05-23
Coarse to Fine Multi-Resolution Temporal Convolutional Network Code
#8ASPnet
75.9
Acc
No paper
#9BIT
75.5
Acc· 2023-08-28
BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation
#10EUT
75
Acc· 2022-05-26
Do we really need temporal convolutions in action segmentation?Code
#11CETNet
74.9
Acc· 2022-05-19
Cross-Enhancement Transformer for Action Segmentation Code
#12LTContext
74.2
Acc· 2023-08-22
How Much Temporal Long-Term Context is Needed for Action Segmentation?Code
#13ASFormer
73.5
Acc· 2021-10-16
ASFormer: Transformer for Action Segmentation Code
#14DPRN
71.7
Acc
No paper
#15DASOTA
71
Acc· 2021-04-15
Action Segmentation with Mixed Temporal Domain Adaptation
#16G2L(SSTDA)SOTA
70.8
Acc· 2021-01-04
Global2Local: Efficient Structure Search for Video Action Segmentation Code
#17RF++-SSTDA
70.8
Acc· 2022-06-14
RF-Next: Efficient Receptive Field Search for Convolutional Neural Networks Code
#18DS-TCN
70.75
Acc
No paper
#19BCN
70.4
Acc
No paperCode
#20SSTDASOTA
70.2
Acc· 2020-03-05
Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation Code
#21UVAST
69.7
Acc· 2022-09-01
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Code
#22ASRF + HASR
69.4
Acc
No paperCode
#23FIFA + MS-TCN
68.6
Acc· 2021-08-09
FIFA: Fast Inference Approximation for Action Segmentation
#24DTGRM
68.3
Acc· 2020-12-14
Temporal Relational Modeling with Self-Supervision for Action Segmentation Code
#25ETSN
67.8
Acc
No paperCode
#26ASRF
67.6
Acc· 2020-07-14
Alleviating Over-segmentation Errors by Detecting Action Boundaries Code
#27MS-TCN++ (I3D)
67.6
Acc· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#28MS-TCN++(I3D) (sh)
67.3
Acc· 2020-06-16
MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#29AUL
67.3
Acc
No paperCode
#30MS-TCN (I3D)SOTA
66.3
Acc· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#31MS-TCN (IDT)
65.1
Acc· 2019-03-05
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Code
#32TSA (FINCH)
65.1
Acc· 2023-04-13
Leveraging triplet loss for unsupervised action segmentation Code
#33GTRM
65
Acc
No paper
#34TSA (Kmeans)
63.7
Acc· 2023-04-13
Leveraging triplet loss for unsupervised action segmentation Code
#35TSA (Spectral)
63.2
Acc· 2023-04-13
Leveraging triplet loss for unsupervised action segmentation Code
#36MuCon
62.8
Acc· 2019-04-05
Fast Weakly Supervised Action Segmentation Using Mutual Consistency Code
#37TW-FINCH (K=avg/activity)
62.7
Acc· 2021-03-20
Temporally-Weighted Hierarchical Clustering for Unsupervised Action Segmentation Code
#38ASOT
56.1
Acc· 2024-04-01
Temporally Consistent Unbalanced Optimal Transport for Unsupervised Action Segmentation Code
#39HVQ
54.4
Acc· 2024-12-23
Hierarchical Vector Quantization for Unsupervised Action Segmentation Code
#40ASAL
52.5
Acc· 2021-04-05
Action Shuffle Alternating Learning for Unsupervised Action Segmentation
#41UFSA
52.1
Acc· 2023-05-31
Permutation-Aware Action Segmentation via Unsupervised Frame-to-Segment Alignment Code
#42FIFA + MuCon
51.3
Acc· 2021-08-09
FIFA: Fast Inference Approximation for Action Segmentation
#43CDFL
50.2
Acc· 2019-09-28
Weakly Supervised Energy-Based Learning for Action Segmentation Code
#44TASL
49.9
Acc
No paperCode
#45AdaFocus (newly extracted I3D-features, POC model)
49.6
Acc· 2023-11-28
Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition
#46MuCon
48.5
Acc· 2019-04-05
Fast Weakly Supervised Action Segmentation Using Mutual Consistency Code
#47TOT
47.5
Acc· 2021-05-27
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Code
#48UDE
47.4
Acc· 2021-04-30
Unsupervised Discriminative Embedding for Sub-Action Learning in Complex Activities
#49D3TWSOTA
45.7
Acc· 2019-01-09
D3TW: Discriminative Differentiable Dynamic Time Warping for Weakly Supervised Action Alignment and Segmentation
#50NNVSOTA
43
Acc· 2018-05-17
NeuralNetwork-Viterbi: A Framework for Weakly Supervised Video Learning
#51LSTM+AL
42.9
Acc· 2018-11-12
A Perceptual Prediction Framework for Self Supervised Event Segmentation Code
#52POC
42.4
Acc
No paperCode
#53CTE
41.8
Acc· 2019-04-08
Unsupervised learning of action classes with continuous temporal embedding Code
#54TOT+TCL
39
Acc· 2021-05-27
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Code