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Muheng Li

5 accepted papers

2024

Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-Resolution

ECCV 2024poster

"Scale arbitrary super-resolution based on implicit image function gains increasing popularity since it can better represent the visual world in a continuous manner. However, existing scale arbitrary works are trained and evaluated on simulated datasets, where low-resolution images are generated fro…

2023

Skip-Plan: Procedure Planning in Instructional Videos via Condensed Action Space Learning

ICCV 2023poster

In this paper, we propose Skip-Plan, a condensed action space learning method for procedure planning in instructional videos. Current procedure planning methods all stick to the state-action pair prediction at every timestep and generate actions adjacently. Although it coincides with human intuition…

Cited by 12PDFScholar
2022

Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos

CVPR 2022poster

Action recognition models have shown a promising capability to classify human actions in short video clips. In a real scenario, multiple correlated human actions commonly occur in particular orders, forming semantically meaningful human activities. Conventional action recognition approaches focus on…

Cited by 88PDFcodeScholar
2022

Uncertainty-Aware Representation Learning for Action Segmentation

IJCAI 2022poster

In this paper, we propose an uncertainty-aware representation Learning (UARL) method for action segmentation. Most existing action segmentation methods exploit continuity information of the action period to predict frame-level labels, which ignores the temporal ambiguity of the transition region bet…

Cited by 17SourcePDFScholar