activity
20192026
most citedAdaptive Attribute and Structure Subspace Clustering Network

52 citations · 168 across the 28 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.LG2024

Mixed Blessing: Class-Wise Embedding guided Instance-Dependent Partial Label Learning

Fuchao Yang, Jianhong Cheng, Hui Liu +3

In partial label learning (PLL), every sample is associated with a candidate label set comprising the ground-truth label and several noisy labels. The conventional PLL assumes the…

eess.SY2024

Efficient and Robust Freeway Traffic Speed Estimation under Oblique Grid using Vehicle Trajectory Data

Yang He, Chengchuan An, Yuheng Jia +3

Accurately estimating spatiotemporal traffic states on freeways is a significant challenge due to limited sensor deployment and potential data corruption. In this study, we propose…

cs.CV2024

Irregular Tensor Low-Rank Representation for Hyperspectral Image Representation

Bo Han, Yuheng Jia, Hui Liu +1

Spectral variations pose a common challenge in analyzing hyperspectral images (HSI). To address this, low-rank tensor representation has emerged as a robust strategy, leveraging in…

cs.CV2024

Towards Calibrated Deep Clustering Network

Yuheng Jia, Jianhong Cheng, Hui Liu +1

Deep clustering has exhibited remarkable performance; however, the over confidence problem, i.e., the estimated confidence for a sample belonging to a particular cluster greatly ex…

cs.CV2024

Superpixel Graph Contrastive Clustering with Semantic-Invariant Augmentations for Hyperspectral Images

Jianhan Qi, Yuheng Jia, Hui Liu +1

Hyperspectral images (HSI) clustering is an important but challenging task. The state-of-the-art (SOTA) methods usually rely on superpixels, however, they do not fully utilize the…