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Nancy Mehta

4 accepted papers

2025

Color Matching Using Hypernetwork-Based Kolmogorov-Arnold Networks

ICCV 2025poster

We present cmKAN, a versatile framework for color matching. Given an input image with colors from a source color distribution, our method effectively and accurately maps these colors to match a target color distribution in both supervised and unsupervised settings. Our framework leverages the spline…

2025

Complexity Experts are Task-Discriminative Learners for Any Image Restoration

CVPR 2025poster

Recent advancements in all-in-one image restoration models have revolutionized the ability to address diverse degradations through a unified framework. However, parameters tied to specific tasks often remain inactive for other tasks, making mixture-of-experts (MoE) architectures a natural extension.…

2024

See More Details: Efficient Image Super-Resolution by Experts Mining

ICML 2024poster

Reconstructing high-resolution (HR) images from low-resolution (LR) inputs poses a significant challenge in image super-resolution (SR). While recent approaches have demonstrated the efficacy of intricate operations customized for various objectives, the straightforward stacking of these disparate o…

2023

Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement

CVPR 2023poster

Burst image processing is becoming increasingly popular in recent years. However, it is a challenging task since individual burst images undergo multiple degradations and often have mutual misalignments resulting in ghosting and zipper artifacts. Existing burst restoration methods usually do not con…