Unsupervised Action Segmentation on Breakfast

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Rank	Model	F1	Acc	JSD	Precision	Recall	mIoU	Paper	Code	Year
1	HVQ	39.7	54.4	82.5	35.6	44.9	–	Hierarchical Vector Quantization for Unsupervised Action Segmentation	fedespu/hvq	2024
2	ASOT	38.3	56.1	94.9	36.7	40.1	18.6	Temporally Consistent Unbalanced Optimal Transport for Unsupervised Action Segmentation	mingu6/action_seg_ot	2024
3	UFSA	38	52.1	–	–	–	–	Permutation-Aware Action Segmentation via Unsupervised Frame-to-Segment Alignment	trquhuytin/TOT-CVPR22	2023
4	ASAL	37.9	52.5	–	–	–	–	Action Shuffle Alternating Learning for Unsupervised Action Segmentation		2021
5	TOT	31.0	47.5	90.2	37.7	26.3	–	Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering	trquhuytin/TOT-CVPR22	2021
6	TOT+TCL	30.3	39.0	85.6	26.2	36.0	–	Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering	trquhuytin/TOT-CVPR22	2021
7	CTE	26.4	41.8	87.4	25.8	27.0	–	Unsupervised learning of action classes with continuous temporal embedding	annusha/unsup_temp_embed · frans-db/progress-prediction	2019
8	LSTM+AL	–	42.9	–	–	–	46.9	A Perceptual Prediction Framework for Self Supervised Event Segmentation	CVPRUSFTampa/EventSegmentation	2018
9	HVQ	39.7	54.4	82.5	35.6	44.9	–	Hierarchical Vector Quantization for Unsupervised Action Segmentation	fedespu/hvq	2024
10	ASOT	38.3	56.1	94.9	36.7	40.1	18.6	Temporally Consistent Unbalanced Optimal Transport for Unsupervised Action Segmentation	mingu6/action_seg_ot	2024
11	UFSA	38	52.1	–	–	–	–	Permutation-Aware Action Segmentation via Unsupervised Frame-to-Segment Alignment	trquhuytin/TOT-CVPR22	2023
12	ASAL	37.9	52.5	–	–	–	–	Action Shuffle Alternating Learning for Unsupervised Action Segmentation		2021
13	TOT	31.0	47.5	90.2	37.7	26.3	–	Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering	trquhuytin/TOT-CVPR22	2021
14	TOT+TCL	30.3	39.0	85.6	26.2	36.0	–	Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering	trquhuytin/TOT-CVPR22	2021
15	CTE	26.4	41.8	87.4	25.8	27.0	–	Unsupervised learning of action classes with continuous temporal embedding	annusha/unsup_temp_embed · frans-db/progress-prediction	2019
16	LSTM+AL	–	42.9	–	–	–	46.9	A Perceptual Prediction Framework for Self Supervised Event Segmentation	CVPRUSFTampa/EventSegmentation	2018