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Action Segmentation on YouTube Instructions (test)

45.4F1 Score (%)DLCL
23.5629.2334.940.57Apr 5, 2021Aug 14, 2021Dec 23, 2021May 3, 2022Sep 11, 2022Jan 20, 2023May 31, 2023

Evaluation results

MethodLinks
DLCLVideo-based Hungarian matching=true, Background frames=included2021.0445.4—
LSTM+ALSupervision=Unsupervised, Matching Strategy=Per video Hungarian matching2021.0439.7—
LSTM-ALVideo-based Hungarian matching=true, Background frames=included2021.0439.7—
TOT+TCLTemporal Contrastive Learning (TCL)=true2023.0532.945.3
UFSA2023.0532.449.6
ASALSupervision=Unsupervised, Matching Strategy=Hungarian matching over all videos2021.0432.144.9
ASAL2023.0532.144.9
TOT2023.053040.6
VTE-UNETSupervision=Unsupervised, Matching Strategy=Hungarian matching over all videos2021.0429.9—
VTE2023.0529.9—
UDE2023.0529.643.8
CTESupervision=Unsupervised, Matching Strategy=Hungarian matching over all videos2021.0428.339
CTE2023.0528.339
MallowSupervision=Unsupervised, Matching Strategy=Hungarian matching over all videos2021.042727.8
Mallow2023.052727.8
Frank-WolfeSupervision=Unsupervised, Matching Strategy=Hungarian matching over all videos2021.0424.4—
Frank-Wolfe2023.0524.4—