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 66516689 of 6689 papers

TitleStatusHype
Paired 3D Model Generation with Conditional Generative Adversarial NetworksCode0
PALATE: Peculiar Application of the Law of Total Expectation to Enhance the Evaluation of Deep Generative ModelsCode0
Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient TrainingCode0
ARMANI: Part-level Garment-Text Alignment for Unified Cross-Modal Fashion DesignCode0
Augmented Balanced Image Dataset Generator Using AugStatic LibraryCode0
IdenBAT: Disentangled Representation Learning for Identity-Preserved Brain Age TransformationCode0
DeepArt: A Benchmark to Advance Fidelity Research in AI-Generated ContentCode0
Identifying Drift, Diffusion, and Causal Structure from Temporal SnapshotsCode0
An End-to-End Model for Photo-Sharing Multi-modal Dialogue GenerationCode0
An Empirical Study of Validating Synthetic Data for Text-Based Person RetrievalCode0
Editing Text in the WildCode0
Transferring GANs: generating images from limited dataCode0
Region-adaptive Texture Enhancement for Detailed Person Image SynthesisCode0
Detecting Origin Attribution for Text-to-Image Diffusion ModelsCode0
A New Perspective on Stabilizing GANs training: Direct Adversarial TrainingCode0
Detecting Out-of-Context Image-Caption Pairs in News: A Counter-Intuitive MethodCode0
Deep chroma compression of tone-mapped imagesCode0
Detection Limits and Statistical Separability of Tree Ring Watermarks in Rectified Flow-based Text-to-Image Generation ModelsCode0
Parallel Backpropagation for Inverse of a Convolution with Application to Normalizing FlowsCode0
Regression is all you need for medical image translationCode0
3D microstructural generation from 2D images of cement paste using generative adversarial networksCode0
IIDM: Image-to-Image Diffusion Model for Semantic Image SynthesisCode0
MC^2: Multi-concept Guidance for Customized Multi-concept GenerationCode0
ReGround: Improving Textual and Spatial Grounding at No CostCode0
MC-GAN: Multi-conditional Generative Adversarial Network for Image SynthesisCode0
Transformation-Grounded Image Generation Network for Novel 3D View SynthesisCode0
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language ModelsCode0
Measurement Score-Based Diffusion ModelCode0
ILSGAN: Independent Layer Synthesis for Unsupervised Foreground-Background SegmentationCode0
Covid-19 chest x-ray image generation using resnet-dcgan modelCode0
HSRMamba: Efficient Wavelet Stripe State Space Model for Hyperspectral Image Super-ResolutionCode0
M-EBM: Towards Understanding the Manifolds of Energy-Based ModelsCode0
Unsupervised Meta-learning of Figure-Ground Segmentation via Imitating Visual EffectsCode0
Adaptive Consensus Optimization Method for GANsCode0
BooVAE: Boosting Approach for Continual Learning of VAECode0
VecFontSDF: Learning to Reconstruct and Synthesize High-quality Vector Fonts via Signed Distance FunctionsCode0
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRICode0
Semi-parametric Image SynthesisCode0
Warp and Learn: Novel Views Generation for Vehicles and Other ObjectsCode0
Show:102550
← PrevPage 134 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