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 11511200 of 6689 papers

TitleStatusHype
Reason out Your Layout: Evoking the Layout Master from Large Language Models for Text-to-Image SynthesisCode1
Self-Discovering Interpretable Diffusion Latent Directions for Responsible Text-to-Image GenerationCode1
Enhancing Scene Text Detectors with Realistic Text Image Synthesis Using Diffusion ModelsCode1
PEA-Diffusion: Parameter-Efficient Adapter with Knowledge Distillation in non-English Text-to-Image GenerationCode1
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person ImagesCode1
TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion ModelsCode1
PKU-I2IQA: An Image-to-Image Quality Assessment Database for AI Generated ImagesCode1
ViT-Lens: Towards Omni-modal RepresentationsCode1
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language ModelsCode1
Self-correcting LLM-controlled Diffusion ModelsCode1
Tell2Design: A Dataset for Language-Guided Floor Plan GenerationCode1
BS-Diff: Effective Bone Suppression Using Conditional Diffusion Models from Chest X-Ray ImagesCode1
Automatic Synthetic Data and Fine-grained Adaptive Feature Alignment for Composed Person RetrievalCode1
Resfusion: Denoising Diffusion Probabilistic Models for Image Restoration Based on Prior Residual NoiseCode1
InstaStyle: Inversion Noise of a Stylized Image is Secretly a Style AdviserCode1
Image Super-Resolution with Text Prompt DiffusionCode1
Paragraph-to-Image Generation with Information-Enriched Diffusion ModelCode1
Continual Learning of Diffusion Models with Generative DistillationCode1
AutoStory: Generating Diverse Storytelling Images with Minimal Human EffortCode1
High-fidelity Person-centric Subject-to-Image SynthesisCode1
Scene Text Image Super-resolution based on Text-conditional Diffusion ModelsCode1
Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without NoiseCode1
MAM-E: Mammographic synthetic image generation with diffusion modelsCode1
UFOGen: You Forward Once Large Scale Text-to-Image Generation via Diffusion GANsCode1
Plum: Prompt Learning using MetaheuristicCode1
IMPUS: Image Morphing with Perceptually-Uniform Sampling Using Diffusion ModelsCode1
3DStyle-Diffusion: Pursuing Fine-grained Text-driven 3D Stylization with 2D Diffusion ModelsCode1
Image-Based Virtual Try-On: A SurveyCode1
Stable Diffusion Reference Only: Image Prompt and Blueprint Jointly Guided Multi-Condition Diffusion Model for Secondary PaintingCode1
Adaptive Latent Diffusion Model for 3D Medical Image to Image Translation: Multi-modal Magnetic Resonance Imaging StudyCode1
HWD: A Novel Evaluation Score for Styled Handwritten Text GenerationCode1
IMPRESS: Evaluating the Resilience of Imperceptible Perturbations Against Unauthorized Data Usage in Diffusion-Based Generative AICode1
FPGAN-Control: A Controllable Fingerprint Generator for Training with Synthetic DataCode1
AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image DetectorsCode1
Learning Robust Deep Visual Representations from EEG Brain RecordingsCode1
Integrating View Conditions for Image SynthesisCode1
ESVAE: An Efficient Spiking Variational Autoencoder with Reparameterizable Poisson Spiking SamplingCode1
Diffusion-based Data Augmentation for Nuclei Image SegmentationCode1
Improved Techniques for Training Consistency ModelsCode1
Adversarial Image Generation by Spatial Transformation in Perceptual ColorspacesCode1
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model StatisticsCode1
PrivImage: Differentially Private Synthetic Image Generation using Diffusion Models with Semantic-Aware PretrainingCode1
CycleNet: Rethinking Cycle Consistency in Text-Guided Diffusion for Image ManipulationCode1
Particle Guidance: non-I.I.D. Diverse Sampling with Diffusion ModelsCode1
DiffBoost: Enhancing Medical Image Segmentation via Text-Guided Diffusion ModelCode1
SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and GenerationCode1
An Image is Worth Multiple Words: Discovering Object Level Concepts using Multi-Concept Prompt LearningCode1
Quality Diversity through Human Feedback: Towards Open-Ended Diversity-Driven OptimizationCode1
Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder ApproachCode1
BayesDiff: Estimating Pixel-wise Uncertainty in Diffusion via Bayesian InferenceCode1
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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