SOTAVerified

Image Generation

Image Generation (synthesis) is the task of generating new images from an existing dataset.

  • Unconditional generation refers to generating samples unconditionally from the dataset, i.e. $p(y)$
  • Conditional image generation (subtask) refers to generating samples conditionally from the dataset, based on a label, i.e. $p(y|x)$.

In this section, you can find state-of-the-art leaderboards for unconditional generation. For conditional generation, and other types of image generations, refer to the subtasks.

( Image credit: StyleGAN )

Papers

Showing 12011250 of 6689 papers

TitleStatusHype
BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian InferenceCode1
Scene Graph Conditioning in Latent DiffusionCode1
LLM Blueprint: Enabling Text-to-Image Generation with Complex and Detailed PromptsCode1
ConsistNet: Enforcing 3D Consistency for Multi-view Images DiffusionCode1
Feature Proliferation -- the "Cancer" in StyleGAN and its TreatmentsCode1
EasyGen: Easing Multimodal Generation with BiDiffuser and LLMsCode1
Tailored Visions: Enhancing Text-to-Image Generation with Personalized Prompt RewritingCode1
Interpretable Diffusion via Information DecompositionCode1
Generative Modeling with Phase Stochastic BridgesCode1
Uni-paint: A Unified Framework for Multimodal Image Inpainting with Pretrained Diffusion ModelCode1
ConditionVideo: Training-Free Condition-Guided Text-to-Video GenerationCode1
Advancing Pose-Guided Image Synthesis with Progressive Conditional Diffusion ModelsCode1
A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision TransformersCode1
The Emergence of Reproducibility and Generalizability in Diffusion ModelsCode1
Targeted Attack Improves Protection against Unauthorized Diffusion CustomizationCode1
EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion ModelsCode1
Predictive microstructure image generation using denoising diffusion probabilistic modelsCode1
MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT ImagesCode1
USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance FieldsCode1
ImagenHub: Standardizing the evaluation of conditional image generation modelsCode1
CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image GenerationCode1
Text-image Alignment for Diffusion-based PerceptionCode1
Consistency Models as a Rich and Efficient Policy Class for Reinforcement LearningCode1
CCEdit: Creative and Controllable Video Editing via Diffusion ModelsCode1
Finite Scalar Quantization: VQ-VAE Made SimpleCode1
AutoDiffusion: Training-Free Optimization of Time Steps and Architectures for Automated Diffusion Model AccelerationCode1
Progressive Text-to-Image Diffusion with Soft Latent DirectionCode1
MetaF2N: Blind Image Super-Resolution by Learning Efficient Model Adaptation from FacesCode1
Beyond Generation: Harnessing Text to Image Models for Object Detection and SegmentationCode1
Language Models as Black-Box Optimizers for Vision-Language ModelsCode1
Elucidating the solution space of extended reverse-time SDE for diffusion modelsCode1
PhotoVerse: Tuning-Free Image Customization with Text-to-Image Diffusion ModelsCode1
ITI-GEN: Inclusive Text-to-Image GenerationCode1
SA-Solver: Stochastic Adams Solver for Fast Sampling of Diffusion ModelsCode1
Speech2Lip: High-fidelity Speech to Lip Generation by Learning from a Short VideoCode1
Reuse and Diffuse: Iterative Denoising for Text-to-Video GenerationCode1
Exploring Sparse MoE in GANs for Text-conditioned Image SynthesisCode1
Diffusion Model is Secretly a Training-free Open Vocabulary Semantic SegmenterCode1
Exchanging-based Multimodal Fusion with TransformerCode1
Accelerating Markov Chain Monte Carlo sampling with diffusion modelsCode1
PathLDM: Text conditioned Latent Diffusion Model for HistopathologyCode1
DiffuGen: Adaptable Approach for Generating Labeled Image Datasets using Stable Diffusion ModelsCode1
Generate Your Own Scotland: Satellite Image Generation Conditioned on MapsCode1
Diffusion Models for Interferometric Satellite Aperture RadarCode1
Improving Few-shot Image Generation by Structural Discrimination and Textural ModulationCode1
Elucidating the Exposure Bias in Diffusion ModelsCode1
ORES: Open-vocabulary Responsible Visual SynthesisCode1
LFS-GAN: Lifelong Few-Shot Image GenerationCode1
Manipulating Embeddings of Stable Diffusion PromptsCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3Unverified
2ADMFID11.84Unverified
3BigGAN-deepFID8.1Unverified
4Polarity-BigGANFID6.82Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59Unverified
6MaskGITFID6.18Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2Unverified
8CDMFID4.88Unverified
9ADM-GFID4.59Unverified
10RINFID4.51Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2Unverified
2RESFLOWFID48.29Unverified
3Residual FlowFID46.37Unverified
4GLF+perceptual loss (ours)FID44.6Unverified
5ProdPoly no activation functionsFID40.45Unverified
6ProdPoly no activation functionsFID36.77Unverified
7ACGANFID35.47Unverified
8DenseFlow-74-10FID34.9Unverified
9NVAE w/ flowFID32.53Unverified
10QSNGANFID31.97Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87Unverified
2GLIDE + CLIPFID30.46Unverified
3GLIDE + CLS-FREEFID29.22Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18Unverified
5PGMGANFID21.73Unverified
6CLR-GANFID20.27Unverified
7FMFID14.45Unverified
8CT (Direct Generation, NFE=1)FID13Unverified
9CT (Direct Generation, NFE=2)FID11.1Unverified
10GLIDE +CLSKID7.95Unverified