Causal Diffusion Transformers for Generative Modeling
Paper
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2412.12095
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Published
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23
Image Generation
Image Generation
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SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training
Paper • 2412.09619 • Published • 28 -
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation
Paper • 2412.07589 • Published • 49 -
Flowing from Words to Pixels: A Framework for Cross-Modality Evolution
Paper • 2412.15213 • Published • 29 -
CLEAR: Conv-Like Linearization Revs Pre-Trained Diffusion Transformers Up
Paper • 2412.16112 • Published • 23 -
Parallelized Autoregressive Visual Generation
Paper • 2412.15119 • Published • 54 -
Democratizing Text-to-Image Masked Generative Models with Compact Text-Aware One-Dimensional Tokens
Paper • 2501.07730 • Published • 17 -
SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion Transformer
Paper • 2501.18427 • Published • 18 -
Improved Training Technique for Latent Consistency Models
Paper • 2502.01441 • Published • 8 -
I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models
Paper • 2502.10458 • Published • 35 -
EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling
Paper • 2502.09509 • Published • 7 -
LDGen: Enhancing Text-to-Image Synthesis via Large Language Model-Driven Language Representation
Paper • 2502.18302 • Published • 5 -
How far can we go with ImageNet for Text-to-Image generation?
Paper • 2502.21318 • Published • 25 -
RectifiedHR: Enable Efficient High-Resolution Image Generation via Energy Rectification
Paper • 2503.02537 • Published • 11 -
Inductive Moment Matching
Paper • 2503.07565 • Published • 6 -
Autoregressive Image Generation with Randomized Parallel Decoding
Paper • 2503.10568 • Published • 8 -
DiT-Air: Revisiting the Efficiency of Diffusion Model Architecture Design in Text to Image Generation
Paper • 2503.10618 • Published • 17 -
Neighboring Autoregressive Modeling for Efficient Visual Generation
Paper • 2503.10696 • Published • 8 -
Tokenize Image as a Set
Paper • 2503.16425 • Published • 15 -
Ultra-Resolution Adaptation with Ease
Paper • 2503.16322 • Published • 13 -
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation
Paper • 2503.16660 • Published • 71 -
Equivariant Image Modeling
Paper • 2503.18948 • Published • 14 -
Diffusion-4K: Ultra-High-Resolution Image Synthesis with Latent Diffusion Models
Paper • 2503.18352 • Published • 6 -
TextCrafter: Accurately Rendering Multiple Texts in Complex Visual Scenes
Paper • 2503.23461 • Published • 93 -
HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance
Paper • 2504.06232 • Published • 11 -
VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning
Paper • 2504.07960 • Published • 39 -
PixelFlow: Pixel-Space Generative Models with Flow
Paper • 2504.07963 • Published • 14 -
GigaTok: Scaling Visual Tokenizers to 3 Billion Parameters for Autoregressive Image Generation
Paper • 2504.08736 • Published • 38