OmniGen2: Exploration to Advanced Multimodal Generation
Paper • 2506.18871 • Published • 79
Unified Multimodal Models
A curated list for Unified Multimodal Models papers.
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OmniGen: Unified Image Generation
Paper • 2409.11340 • Published • 115 -
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation
Paper • 2502.05415 • Published • 20 -
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation
Paper • 2408.12528 • Published • 51 -
Show-o2: Improved Native Unified Multimodal Models
Paper • 2506.15564 • Published • 31 -
Unified Reward Model for Multimodal Understanding and Generation
Paper • 2503.05236 • Published • 124 -
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
Paper • 2505.03318 • Published • 94 -
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities
Paper • 2505.02567 • Published • 82 -
Unified Continuous Generative Models
Paper • 2505.07447 • Published • 42 -
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation
Paper • 2506.18095 • Published • 67 -
Ovis-U1 Technical Report
Paper • 2506.23044 • Published • 63 -
XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation
Paper • 2506.21416 • Published • 28 -
UniWorld: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation
Paper • 2506.03147 • Published • 59 -
X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again
Paper • 2507.22058 • Published • 40 -
GPT-IMAGE-EDIT-1.5M: A Million-Scale, GPT-Generated Image Dataset
Paper • 2507.21033 • Published • 23 -
Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation
Paper • 2510.08673 • Published • 127 -
UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing
Paper • 2503.12652 • Published -
Skywork UniPic 2.0: Building Kontext Model with Online RL for Unified Multimodal Model
Paper • 2509.04548 • Published • 6 -
DeepGen 1.0: A Lightweight Unified Multimodal Model for Advancing Image Generation and Editing
Paper • 2602.12205 • Published • 82 -
NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation
Paper • 2601.02204 • Published • 64 -
MammothModa2: A Unified AR-Diffusion Framework for Multimodal Understanding and Generation
Paper • 2511.18262 • Published • 2 -
VQRAE: Representation Quantization Autoencoders for Multimodal Understanding, Generation and Reconstruction
Paper • 2511.23386 • Published • 16 -
Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
Paper • 2605.21487 • Published • 20 -
Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System
Paper • 2609.01607 • Published • 23 -
UniG2U-Bench: Do Unified Models Advance Multimodal Understanding?
Paper • 2603.03241 • Published • 68 -
TUNA: Taming Unified Visual Representations for Native Unified Multimodal Models
Paper • 2512.02014 • Published • 78 -
Representation Forcing for Bottleneck-Free Unified Multimodal Models
Paper • 2605.31604 • Published • 61 -
Understanding and Harnessing Sparsity in Unified Multimodal Models
Paper • 2512.02351 • Published • 6 -
DIVA: Harnessing the Representation Divergence in Unified Multimodal Models for Mutual Reinforcement
Paper • 2605.25328 • Published • 1 -
Endogenous Reprompting: Self-Evolving Cognitive Alignment for Unified Multimodal Models
Paper • 2601.20305 • Published • 1 -
Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning
Paper • 2609.35767 • Published • 50 -
UniF^2ace: Fine-grained Face Understanding and Generation with Unified Multimodal Models
Paper • 2503.08120 • Published • 31 -
Reconstruction Alignment Improves Unified Multimodal Models
Paper • 2509.07295 • Published • 40 -
Generation Enhances Understanding in Unified Multimodal Models via Multi-Representation Generation
Paper • 2601.21406 • Published • 6 -
PixelUMM: Encoder-Free Unified Image and Video Understanding and Generation
Paper • 2609.38597 • Published • 33 -
Paint-Anything: Unified Any-Color Control for Image Generation and Editing
Paper • 2609.20816 • Published • 57 -
SenseNova-U1.5: Towards Native Unified Visual Intelligence
Paper • 2609.11929 • Published • 276 -
Puffin-World: Scaling a Unified Multimodal Model with Native 3D World States
Paper • 2609.04196 • Published • 71