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Qiang Zhai

6 accepted papers

2026

GeneVAR: Causal MeanFlow for Autoregressive Gene-to-WSI Tile Synthesis

CVPR 2026

Understanding how transcriptomic programs shape tissue morphology remains a central challenge in computational pathology. Gene-to-WSI tile synthesis offers a principled generative framework to translate molecular profiles into histological images. However, most existing methods compress RNA-Seq into

Cited by 0SourceScholar
2025

MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification

CVPR 2025poster

Whole Slide Image (WSI) classification poses unique challenges due to the vast image size and numerous non-informative regions, which introduce noise and cause data imbalance during feature aggregation. To address these issues, we propose MExD, an Expert-Infused Diffusion Model that combines the str…

Cited by 0SourcePDFScholar
2024

Teach CLIP to Develop a Number Sense for Ordinal Regression

ECCV 2024poster

"Ordinal regression is a fundamental problem within the field of computer vision, with customised well-trained models on specific tasks. While pre-trained vision-language models (VLMs) have exhibited impressive performance on various vision tasks, their potential for ordinal regression has received…

2021

Mutual Graph Learning for Camouflaged Object Detection

CVPR 2021poster

Automatically detecting/segmenting object(s) that blend in with their surroundings is difficult for current models. A major challenge is that the intrinsic similarities between such foreground objects and background surroundings make the features extracted by deep model indistinguishable. To overcom…

Cited by 338PDFcodeScholar
2021

Uncertainty-Guided Transformer Reasoning for Camouflaged Object Detection

ICCV 2021poster

Spotting objects that are visually adapted to their surroundings is challenging for both humans and AI. Conventional generic / salient object detection techniques are suboptimal for this task because they tend to only discover easy and clear objects, while overlooking the difficult-to-detect ones wi…

Cited by 296PDFcodeScholar