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Zhonghua Wang

4 accepted papers

2026

Seeing Through the Shift: Causality-Inspired Robust Generalized Category Discovery

CVPR 2026

Generalized Category Discovery (GCD) aims to transfer knowledge from known categories to automatically discover new, unseen ones while preserving recognition of the known classes. Despite recent progress, existing GCD approaches typically assume that all data are drawn from the same distribution, wh

Cited by 0SourceScholar
2026

Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding

CVPR 2026

Recent advancements in multimodal large reasoning models (MLRMs) have significantly improved performance in visual question answering. However, we observe that transition words (e.g., because, however, and wait) are closely associated with hallucinations and tend to exhibit high-entropy states. We a

Cited by 0SourcecodeScholar
2021

Edge-competing Pathological Liver Vessel Segmentation with Limited Labels

AAAI 2021technical

The microvascular invasion (MVI) is a major prognostic factor in hepatocellular carcinoma, which is one of the malignant tumors with the highest mortality rate. The diagnosis of MVI needs discovering the vessels that contain hepatocellular carcinoma cells and counting their number in each vessel, wh…

2021

Mutual-Complementing Framework for Nuclei Detection and Segmentation in Pathology Image

ICCV 2021poster

Detection and segmentation of nuclei are fundamental analysis operations in pathology images, the assessments derived from which serve as the gold standard for cancer diagnosis. Manual segmenting nuclei is expensive and time-consuming. What's more, accurate segmentation detection of nuclei can be ch…

Cited by 23PDFScholar