UniPercept: Towards Unified Perceptual-Level Image Understanding across Aesthetics, Quality, Structure, and Texture Paper • 2512.21675 • Published Dec 25, 2025 • 26
Accelerating Masked Image Generation by Learning Latent Controlled Dynamics Paper • 2602.23996 • Published Feb 27 • 8
InternVL-U: Democratizing Unified Multimodal Models for Understanding, Reasoning, Generation and Editing Paper • 2603.09877 • Published Mar 10 • 48
Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development Paper • 2603.27460 • Published Mar 29 • 68
Training-Free Acceleration for Document Parsing Vision-Language Model with Hierarchical Speculative Decoding Paper • 2602.12957 • Published Feb 13
Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development Paper • 2603.27460 • Published Mar 29 • 68
Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development Paper • 2603.27460 • Published Mar 29 • 68
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model Paper • 2604.20796 • Published 7 days ago • 235
Unimedvl: Unifying Medical Multimodal Understanding And Generation Through Observation-Knowledge-Analysis Paper • 2510.15710 • Published Oct 17, 2025 • 8
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey and Benchmark Paper • 2402.02242 • Published Feb 3, 2024
dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models Paper • 2512.19433 • Published Dec 22, 2025 • 3
Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling Paper • 2507.17801 • Published Jul 23, 2025 • 1
Resurrect Mask AutoRegressive Modeling for Efficient and Scalable Image Generation Paper • 2507.13032 • Published Jul 17, 2025
Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding Paper • 2510.06308 • Published Oct 7, 2025 • 55
LeX-Art: Rethinking Text Generation via Scalable High-Quality Data Synthesis Paper • 2503.21749 • Published Mar 27, 2025 • 26
Lumina-Video: Efficient and Flexible Video Generation with Multi-scale Next-DiT Paper • 2502.06782 • Published Feb 10, 2025 • 15
Lumina-Image 2.0: A Unified and Efficient Image Generative Framework Paper • 2503.21758 • Published Mar 27, 2025 • 22