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Collections including paper arxiv:2506.21416

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23, 2025 • 78
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8, 2025 • 20
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

Image Generation

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

Paper • 2506.07977 • Published Jun 9, 2025 • 41
Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Paper • 2506.07986 • Published Jun 9, 2025 • 19
STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

Paper • 2506.06276 • Published Jun 6, 2025 • 26
Aligning Latent Spaces with Flow Priors

Paper • 2506.05240 • Published Jun 5, 2025 • 27

Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image Synthesis

Paper • 2401.09048 • Published Jan 17, 2024 • 10
Improving fine-grained understanding in image-text pre-training

Paper • 2401.09865 • Published Jan 18, 2024 • 18
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Paper • 2401.10891 • Published Jan 19, 2024 • 62
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild

Paper • 2401.13627 • Published Jan 24, 2024 • 78

LanguageBind/UniWorld-V1

Image-to-Image • 20B • Updated Jun 21, 2025 • 102 • 33
OmniGen2/OmniGen2

Any-to-Any • Updated Sep 27, 2025 • 4.5k • 424
black-forest-labs/FLUX.1-Kontext-dev

Image-to-Image • Updated 6 days ago • 264k • • 2.5k
XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation

Paper • 2506.21416 • Published Jun 26, 2025 • 28

Diffusion Model Control

Control Methods for Diffusion and Score Models

LoRACLR: Contrastive Adaptation for Customization of Diffusion Models

Paper • 2412.09622 • Published Dec 12, 2024 • 8
AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models

Paper • 2412.04146 • Published Dec 5, 2024 • 23
Learning Flow Fields in Attention for Controllable Person Image Generation

Paper • 2412.08486 • Published Dec 11, 2024 • 36
LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation

Paper • 2412.05148 • Published Dec 6, 2024 • 12

Unified Multimodal Model

A curated list for Multimodal Model Generation papers.

OmniGen2: Exploration to Advanced Multimodal Generation

Paper • 2506.18871 • Published Jun 23, 2025 • 78
OmniGen: Unified Image Generation

Paper • 2409.11340 • Published Sep 17, 2024 • 115
Show-o Turbo: Towards Accelerated Unified Multimodal Understanding and Generation

Paper • 2502.05415 • Published Feb 8, 2025 • 20
Show-o: One Single Transformer to Unify Multimodal Understanding and Generation

Paper • 2408.12528 • Published Aug 22, 2024 • 51

LanguageBind/UniWorld-V1

Image-to-Image • 20B • Updated Jun 21, 2025 • 102 • 33
OmniGen2/OmniGen2

Any-to-Any • Updated Sep 27, 2025 • 4.5k • 424
black-forest-labs/FLUX.1-Kontext-dev

Image-to-Image • Updated 6 days ago • 264k • • 2.5k
XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation

Paper • 2506.21416 • Published Jun 26, 2025 • 28

Image Generation

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

Paper • 2506.07977 • Published Jun 9, 2025 • 41
Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Paper • 2506.07986 • Published Jun 9, 2025 • 19
STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

Paper • 2506.06276 • Published Jun 6, 2025 • 26
Aligning Latent Spaces with Flow Priors

Paper • 2506.05240 • Published Jun 5, 2025 • 27

Diffusion Model Control

Control Methods for Diffusion and Score Models

LoRACLR: Contrastive Adaptation for Customization of Diffusion Models

Paper • 2412.09622 • Published Dec 12, 2024 • 8
AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models

Paper • 2412.04146 • Published Dec 5, 2024 • 23
Learning Flow Fields in Attention for Controllable Person Image Generation

Paper • 2412.08486 • Published Dec 11, 2024 • 36
LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation

Paper • 2412.05148 • Published Dec 6, 2024 • 12

Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image Synthesis

Paper • 2401.09048 • Published Jan 17, 2024 • 10
Improving fine-grained understanding in image-text pre-training

Paper • 2401.09865 • Published Jan 18, 2024 • 18
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Paper • 2401.10891 • Published Jan 19, 2024 • 62
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild

Paper • 2401.13627 • Published Jan 24, 2024 • 78

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