Topic 01
Generative Models for Visual Processing
Low-level vision such as restoration, enhancement, compression, and perception with diffusion models, visual autoregressive modeling, GANs, and other generative priors; low-level vision for AI-generated contents including images, videos, and related media.
Topic 02
Reward Models & Preference Optimization in Visual Processing
Explainable quality assessment and reward modeling for visual generation or processing; preference optimization methods such as DPO, GRPO, and related paradigms for perceptual alignment and multi-objective optimization.
Topic 03
Agentic Systems for Interactive Low-Level Vision
Low-level agentic systems with LLMs or LVMs, interactive perception pipelines, human-in-the-loop optimization, reasoning-enabled restoration and enhancement, and universal framework design for adaptive visual processing.
Topic 04
Compact and Informative Low-Level Representation
Latent compression, token compression, quantization, sparse attention, caching, acceleration, and visual tokenizers for low-level processing, representation learning, and efficient generation or restoration systems.
Topic 05
Low-Level Vision for Machine Tasks
Data coding, streaming, and visual processing for machine intelligence, including large visual models, autonomous driving, robotics, and UAV-related perception or downstream task adaptation.
Topic 06
Low-Level Vision in World Models
3D/4D compression, reconstruction, generation, editing, rendering, simulation, and evaluation for world models, including Gaussian splatting, NeRF, point clouds, multimodal benchmarks, and physically grounded assessment.
Topic 07
LLMs & Multi-modal LLMs for Low-Level Tasks
Instruction tuning, prompting, zero-shot and few-shot in-context learning, multimodal reasoning, and MLLM-assisted compression, restoration, enhancement, or quality assessment.
Topic 08
Ethics & Social Impact for Generative Low-Level Vision
Privacy, robustness, trustworthiness, safety for downstream tasks, and broader impacts of generative and agentic low-level vision in real-world domains such as healthcare and scientific imaging.