LoViF Workshop @ CVPR 2026

Call for Papers

We invite submissions on topics bridging low-level vision with AGI trends. The submission follows the template of CVPR2026 and does not exceed 8 pages (not including references)

Generative Models for Visual Processing

Low-level vision (e.g. restoration, enhancement, compression, perception) with visual autoregressive modeling (VAR), diffusion models, and GAN...; Low-level vision for AI-generated contents (AIGC images/videos and others);...

Reward Models & Preference Optimization in Visual Processing

Explainable quality assessment and reward models for generation or processing; Preference optimization (e.g., DPO, GRPO) for viusal processing and perception; ...

Agentic Systems for Interactive Low-Level Vision

Human-machine interaction theory in visual processing; Low-level agentic systems with LLMs/LVMs; Universal framework design; ...

Compact and Informative Low-level Representation

Latent compression/Cache/Acceleartion/Quantization/sparse attention for representation, visual signal generation or low-level processing; Low-level token compression and visual tokenizer; ...

Low-level Vision for Machine Tasks

Data coding, streaming, visual processing for machine and intelligent tasks, such as large fundation models (LVMs), autonomous vehicles, robotics, or UAVs...

Low-level Vision in World Models

3D/4D (gaussian splatting, Nerf, point cloud...) compression, reconstruction/generation, audio-visual benchmark, editing, gaussian splatting, world model evaluation, rendering \& simulation pipelines...

LLMs & Multi-modal LLMs for Low-level Tasks

Multi-modal low-level visual signal processing, compression and related instruction tuning, prompt techniques and zero/few-shot in-context learning...

Ethics & Social Impact for Generative Low-level Vision

Ethical and impacts of generative low-level vision, including privacy in agentic systems, safety and robustness for downstream tasks, and impacts in healthcare and biomedical imaging...