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Maria Larchenko

4 accepted papers

2026

Lightweight Optimal-Transport Harmonization on Edge Devices

AAAI 2026technical

Color harmonization adjusts the colors of an inserted object so that it perceptually matches the surrounding image, resulting in a seamless composite. The harmonization problem naturally arises in augmented reality (AR), yet harmonization algorithms are not currently integrated into AR pipelines bec

Cited by 0SourcePDFScholar
2025

Color Conditional Generation with Sliced Wasserstein Guidance

NeurIPS 2025spotlight

We propose SW-Guidance, a training-free approach for image generation conditioned on the color distribution of a reference image. While it is possible to generate an image with fixed colors by first creating an image from a text prompt and then applying a color style transfer method, this approach o…

Cited by 0SourcecodeScholar
2025

Color Transfer with Modulated Flows

AAAI 2025technical

In this work, we introduce Modulated Flows (ModFlows), a novel approach for color transfer between images based on rectified flows. The primary goal of the color transfer is to adjust the colors of a target image to match the color distribution of a reference image. Our technique is based on optimal…

2025

Hessian Geometry of Latent Space in Generative Models

ICML 2025poster

This paper presents a novel method for analyzing the latent space geometry of generative models, including statistical physics models and diffusion models, by reconstructing the Fisher information metric. The method approximates the posterior distribution of latent variables given generated samples…