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 12511300 of 6689 papers

TitleStatusHype
Spiking-Diffusion: Vector Quantized Discrete Diffusion Model with Spiking Neural NetworksCode1
ControlCom: Controllable Image Composition using Diffusion ModelCode1
Denoising Diffusion Probabilistic Model for Retinal Image Generation and SegmentationCode1
Learning to Generate Semantic Layouts for Higher Text-Image Correspondence in Text-to-Image SynthesisCode1
SGDiff: A Style Guided Diffusion Model for Fashion SynthesisCode1
Inversion-by-Inversion: Exemplar-based Sketch-to-Photo Synthesis via Stochastic Differential Equations without TrainingCode1
Story Visualization by Online Text Augmentation with Context MemoryCode1
Masked-Attention Diffusion Guidance for Spatially Controlling Text-to-Image GenerationCode1
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic DiversityCode1
GIFD: A Generative Gradient Inversion Method with Feature Domain OptimizationCode1
LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image GenerationCode1
Under-Display Camera Image Restoration with Scattering EffectCode1
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite ImagesCode1
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion DelineationCode1
GEMRec: Towards Generative Model RecommendationCode1
Patched Denoising Diffusion Models For High-Resolution Image SynthesisCode1
BAGM: A Backdoor Attack for Manipulating Text-to-Image Generative ModelsCode1
Controlling Geometric Abstraction and Texture for Artistic ImagesCode1
Image Synthesis under Limited Data: A Survey and TaxonomyCode1
Structure-Preserving Synthesis: MaskGAN for Unpaired MR-CT TranslationCode1
LOTUS: Learning to Optimize Task-based US representationsCode1
LLDiffusion: Learning Degradation Representations in Diffusion Models for Low-Light Image EnhancementCode1
Interpolating between Images with Diffusion ModelsCode1
Edge Guided GANs with Multi-Scale Contrastive Learning for Semantic Image SynthesisCode1
UWAT-GAN: Fundus Fluorescein Angiography Synthesis via Ultra-wide-angle Transformation Multi-scale GANCode1
General Image-to-Image Translation with One-Shot Image GuidanceCode1
Urban Radiance Field Representation with Deformable Neural Mesh PrimitivesCode1
Image Captions are Natural Prompts for Text-to-Image ModelsCode1
Diffusion Models Beat GANs on Image ClassificationCode1
Polarization Multi-Image Synthesis with Birefringent MetasurfacesCode1
CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image ClassificationCode1
Towards Safe Self-Distillation of Internet-Scale Text-to-Image Diffusion ModelsCode1
TIAM -- A Metric for Evaluating Alignment in Text-to-Image GenerationCode1
Exact Diffusion Inversion via Bi-directional Integration ApproximationCode1
Censored Sampling of Diffusion Models Using 3 Minutes of Human FeedbackCode1
Disentanglement in a GAN for Unconditional Speech SynthesisCode1
ECG-Image-Kit: A Synthetic Image Generation Toolbox to Facilitate Deep Learning-Based Electrocardiogram DigitizationCode1
DifFSS: Diffusion Model for Few-Shot Semantic SegmentationCode1
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and CorrespondenceCode1
Practical and Asymptotically Exact Conditional Sampling in Diffusion ModelsCode1
NaturalInversion: Data-Free Image Synthesis Improving Real-World ConsistencyCode1
A Simple and Effective Baseline for Attentional Generative Adversarial NetworksCode1
Fuzzy-Conditioned Diffusion and Diffusion Projection Attention Applied to Facial Image CorrectionCode1
Text-Anchored Score Composition: Tackling Condition Misalignment in Text-to-Image Diffusion ModelsCode1
DiffInfinite: Large Mask-Image Synthesis via Parallel Random Patch Diffusion in HistopathologyCode1
Simultaneous Image-to-Zero and Zero-to-Noise: Diffusion Models with Analytical Image AttenuationCode1
Benchmarking and Analyzing 3D-aware Image Synthesis with a Modularized CodebaseCode1
Masked Diffusion Models Are Fast Distribution LearnersCode1
MARBLE: Music Audio Representation Benchmark for Universal EvaluationCode1
Point-Cloud Completion with Pretrained Text-to-image Diffusion ModelsCode1
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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