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Sidi Yang

4 accepted papers

2025

DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables

CVPR 2025poster

While deep neural networks have revolutionized image denoising capabilities, their deployment on edge devices remains challenging due to substantial computational and memory requirements. To this end, we present DnLUT, an ultra-efficient lookup table-based framework that achieves high-quality color…

2025

IDA-VLM: Towards Movie Understanding via ID-Aware Large Vision-Language Model

ICLR 2025poster

The rapid advancement of Large Vision-Language models (LVLMs) has demonstrated a spectrum of emergent capabilities. Nevertheless, current models only focus on the visual content of a single scenario, while their ability to associate instances across different scenes has not yet been explored, which…

2024

Rolling Shutter Correction with Intermediate Distortion Flow Estimation

CVPR 2024poster

This paper proposes to correct the rolling shutter (RS) distorted images by estimating the distortion flow from the global shutter (GS) to RS directly. Existing methods usually perform correction using the undistortion flow from the RS to GS. They initially predict the flow from consecutive RS frame…

2024

Taming Lookup Tables for Efficient Image Retouching

ECCV 2024poster

"The widespread use of high-definition screens in edge devices, such as end-user cameras, smartphones, and televisions, is spurring a significant demand for image enhancement. Existing enhancement models often optimize for high performance while falling short of reducing hardware inference time and…