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 801850 of 6689 papers

TitleStatusHype
GANwriting: Content-Conditioned Generation of Styled Handwritten Word ImagesCode1
ARINAR: Bi-Level Autoregressive Feature-by-Feature Generative ModelsCode1
Accelerating Diffusion Sampling with Optimized Time StepsCode1
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text GenerationCode1
Manifold Matching via Deep Metric Learning for Generative ModelingCode1
Benchmarking Robustness of Multimodal Image-Text Models under Distribution ShiftCode1
Disentangled and Controllable Face Image Generation via 3D Imitative-Contrastive LearningCode1
DisenBooth: Identity-Preserving Disentangled Tuning for Subject-Driven Text-to-Image GenerationCode1
Disentangled Image Generation Through Structured Noise InjectionCode1
Towards Disentangling Latent Space for Unsupervised Semantic Face EditingCode1
General Image-to-Image Translation with One-Shot Image GuidanceCode1
SAN: Inducing Metrizability of GAN with Discriminative Normalized Linear LayerCode1
Are Diffusion Models Vulnerable to Membership Inference Attacks?Code1
Discffusion: Discriminative Diffusion Models as Few-shot Vision and Language LearnersCode1
Are Diffusion Models Vision-And-Language Reasoners?Code1
Discovering Transferable Forensic Features for CNN-generated Images DetectionCode1
Discrete Contrastive Diffusion for Cross-Modal Music and Image GenerationCode1
GANs in computer vision ebookCode1
Discovering Interpretable Directions in the Semantic Latent Space of Diffusion ModelsCode1
Discriminator-Cooperated Feature Map Distillation for GAN CompressionCode1
AR-Diffusion: Auto-Regressive Diffusion Model for Text GenerationCode1
Accelerating Diffusion Models via Early Stop of the Diffusion ProcessCode1
GANSeg: Learning to Segment by Unsupervised Hierarchical Image GenerationCode1
Direct Ascent Synthesis: Revealing Hidden Generative Capabilities in Discriminative ModelsCode1
DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image GenerationCode1
Arbitrary-Scale Image SynthesisCode1
Accelerate TarFlow Sampling with GS-Jacobi IterationCode1
Draw ALL Your Imagine: A Holistic Benchmark and Agent Framework for Complex Instruction-based Image GenerationCode1
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash EquilibriumCode1
Generalizable Synthetic Image Detection via Language-guided Contrastive LearningCode1
Generative Occupancy Fields for 3D Surface-Aware Image SynthesisCode1
GANalyzer: Analysis and Manipulation of GANs Latent Space for Controllable Face SynthesisCode1
GAN-based Matrix Factorization for Recommender SystemsCode1
Adversarial Image Generation by Spatial Transformation in Perceptual ColorspacesCode1
A Preliminary Study for GPT-4o on Image RestorationCode1
Diffusion Normalizing FlowCode1
Diffusion Probabilistic Modeling for Video GenerationCode1
Diffusion Self-Guidance for Controllable Image GenerationCode1
GAN-Control: Explicitly Controllable GANsCode1
Approaching Deep Learning through the Spectral Dynamics of WeightsCode1
Diffusion Models With Learned Adaptive NoiseCode1
Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion ModelsCode1
Applications of Deep Learning in Fundus Images: A ReviewCode1
AccDiffusion v2: Towards More Accurate Higher-Resolution Diffusion ExtrapolationCode1
DiffX: Guide Your Layout to Cross-Modal Generative ModelingCode1
Diffusion Models for Constrained DomainsCode1
Adversarial Generation of Continuous ImagesCode1
Diffusion Models for Interferometric Satellite Aperture RadarCode1
FBSDiff: Plug-and-Play Frequency Band Substitution of Diffusion Features for Highly Controllable Text-Driven Image TranslationCode1
Memory-Efficient 3D Denoising Diffusion Models for Medical Image ProcessingCode1
Show:102550
← PrevPage 17 of 134Next →

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