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

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Showing 1151–1200 of 6689 papers

TitleStatusHype
ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot LearningCode1
Drop the GAN: In Defense of Patches Nearest Neighbors as Single Image Generative ModelsCode1
Implicit Rank-Minimizing AutoencoderCode1
BézierSketch: A generative model for scalable vector sketchesCode1
3D MRI Synthesis with Slice-Based Latent Diffusion Models: Improving Tumor Segmentation Tasks in Data-Scarce RegimesCode1
Anchor Token Matching: Implicit Structure Locking for Training-free AR Image EditingCode1
Adaptive Weighted Discriminator for Training Generative Adversarial NetworksCode1
Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit EditingCode1
An Attentive-based Generative Model for Medical Image SynthesisCode1
Beyond Surface Statistics: Scene Representations in a Latent Diffusion ModelCode1
Dual Attention GANs for Semantic Image SynthesisCode1
Dynamic Neural Radiance Fields for Monocular 4D Facial Avatar ReconstructionCode1
IMPRESS: Evaluating the Resilience of Imperceptible Perturbations Against Unauthorized Data Usage in Diffusion-Based Generative AICode1
Improving Few-shot Image Generation by Structural Discrimination and Textural ModulationCode1
Improving Visual Commonsense in Language Models via Multiple Image GenerationCode1
Image Super-Resolution with Text Prompt DiffusionCode1
Image Synthesis From Layout With Locality-Aware Mask AdaptionCode1
Do Neural Optimal Transport Solvers Work? A Continuous Wasserstein-2 BenchmarkCode1
DPImageBench: A Unified Benchmark for Differentially Private Image SynthesisCode1
Image Synthesis From Reconfigurable Layout and StyleCode1
Beyond Generation: Harnessing Text to Image Models for Object Detection and SegmentationCode1
Domain-Adaptive 3D Medical Image Synthesis: An Efficient Unsupervised ApproachCode1
DMM: Building a Versatile Image Generation Model via Distillation-Based Model MergingCode1
Anatomical feature-prioritized loss for enhanced MR to CT translationCode1
DocSynth: A Layout Guided Approach for Controllable Document Image SynthesisCode1
Image Synthesis under Limited Data: A Survey and TaxonomyCode1
Beyond Fine-Tuning: A Systematic Study of Sampling Techniques in Personalized Image GenerationCode1
Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion ModelCode1
Harnessing LLM to Attack LLM-Guarded Text-to-Image ModelsCode1
Beyond a Video Frame Interpolator: A Space Decoupled Learning Approach to Continuous Image TransitionCode1
Images as Weight Matrices: Sequential Image Generation Through Synaptic Learning RulesCode1
Image Shape Manipulation from a Single Augmented Training SampleCode1
Image Super-Resolution via Iterative RefinementCode1
Diversified in-domain synthesis with efficient fine-tuning for few-shot classificationCode1
DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model StatisticsCode1
Diversity-aware Channel Pruning for StyleGAN CompressionCode1
Diverse Semantic Image Synthesis via Probability Distribution ModelingCode1
DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image SynthesisCode1
Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder ApproachCode1
Image Synthesis with Adversarial Networks: a Comprehensive Survey and Case StudiesCode1
DivCo: Diverse Conditional Image Synthesis via Contrastive Generative Adversarial NetworkCode1
Image generation with shortest path diffusionCode1
Image Generators with Conditionally-Independent Pixel SynthesisCode1
DIVA: A Dirichlet Process Mixtures Based Incremental Deep Clustering Algorithm via Variational Auto-EncoderCode1
Benchmarking Spatial Relationships in Text-to-Image GenerationCode1
Diverse Image Generation via Self-Conditioned GANsCode1
Benchmarking Counterfactual Image GenerationCode1
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation SmoothingCode1
Benchmarking and Analyzing 3D-aware Image Synthesis with a Modularized CodebaseCode1
Bellman Optimal Stepsize Straightening of Flow-Matching ModelsCode1
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All datasetsImageNet 256x256CIFAR-10ImageNet 64x64ImageNet 512x512FFHQ 256 x 256CelebA 64x64ImageNet 32x32LSUN Bedroom 256 x 256STL-10LSUN Churches 256 x 256ImageNet 128x128FFHQ 1024 x 1024

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3—Unverified
2ADMFID11.84—Unverified
3BigGAN-deepFID8.1—Unverified
4Polarity-BigGANFID6.82—Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59—Unverified
6MaskGITFID6.18—Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2—Unverified
8CDMFID4.88—Unverified
9ADM-GFID4.59—Unverified
10RINFID4.51—Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2—Unverified
2RESFLOWFID48.29—Unverified
3Residual FlowFID46.37—Unverified
4GLF+perceptual loss (ours)FID44.6—Unverified
5ProdPoly no activation functionsFID40.45—Unverified
6ProdPoly no activation functionsFID36.77—Unverified
7ACGANFID35.47—Unverified
8DenseFlow-74-10FID34.9—Unverified
9NVAE w/ flowFID32.53—Unverified
10QSNGANFID31.97—Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87—Unverified
2GLIDE + CLIPFID30.46—Unverified
3GLIDE + CLS-FREEFID29.22—Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18—Unverified
5PGMGANFID21.73—Unverified
6CLR-GANFID20.27—Unverified
7FMFID14.45—Unverified
8CT (Direct Generation, NFE=1)FID13—Unverified
9CT (Direct Generation, NFE=2)FID11.1—Unverified
10GLIDE +CLSKID7.95—Unverified