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Yanming Hui

3 accepted papers

2026

PDD: Manifold-Prior Diverse Distillation for Medical Anomaly Detection

CVPR 2026

Medical image anomaly detection faces unique challenges due to subtle, heterogeneous anomalies embedded in complex anatomical structures. Through systematic Grad-CAM analysis, we reveal that discriminative activation maps fail on medical data, unlike their success on industrial datasets, motivating

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2026

VSRELL: A Simple Baseline for Video Super-Resolution and Enhancement in Low-Light Environment

CVPR 2026

We propose an integrated learning scheme of Video Super-Resolution and Enhancement in Low-Light environment, named VSRELL, which aims to recover Well-Illuminated High-Resolution (WIHR) sequence from Low-Light Low-Resolution (LLLR) counterparts. Due to the complex coupling of multiple degradations, t

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2025

QBasicVSR: Temporal Awareness Adaptation Quantization for Video Super-Resolution

NeurIPS 2025poster

While model quantization has become pivotal for deploying super-resolution (SR) networks on mobile devices, existing works focus on quantization methods only for image super-resolution. Different from image super-resolution, the temporal error propagation, shared temporal parameterization, and tempo…

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