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20242026
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cs.CV2026

Hierarchical Image Tokenization for Multi-Scale Image Super Resolution

Isma Hadji, Enrique Sanchez, Adrian Bulat +2

We introduce a multi-scale Image Super Resolution (ISR) method building on recent advances in Visual Auto-Regressive (VAR) modeling. VAR models break image tokenization into additi…

cs.CV2026

Restore, Assess, Repeat: A Unified Framework for Iterative Image Restoration

I-Hsiang Chen, Isma Hadji, Enrique Sanchez +5

Image restoration aims to recover high quality images from inputs degraded by various factors, such as adverse weather, blur, or low light. While recent studies have shown remarkab…

cs.CV2025

Multi-scale Image Super Resolution with a Single Auto-Regressive Model

Enrique Sanchez, Isma Hadji, Adrian Bulat +3

In this paper we tackle Image Super Resolution (ISR), using recent advances in Visual Auto-Regressive (VAR) modeling. VAR iteratively estimates the residual in latent space between…

cs.CV2025

Edge-SD-SR: Low Latency and Parameter Efficient On-device Super-Resolution with Stable Diffusion via Bidirectional Conditioning

Mehdi Noroozi, Isma Hadji, Victor Escorcia +3

There has been immense progress recently in the visual quality of Stable Diffusion-based Super Resolution (SD-SR). However, deploying large diffusion models on computationally rest…

cs.CV2024

FAM Diffusion: Frequency and Attention Modulation for High-Resolution Image Generation with Stable Diffusion

Haosen Yang, Adrian Bulat, Isma Hadji +4

Diffusion models are proficient at generating high-quality images. They are however effective only when operating at the resolution used during training. Inference at a scaled reso…