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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2651–2675 of 6689 papers

TitleStatusHype
Bridging Generative and Discriminative Models for Unified Visual Perception with Diffusion Priors—0
DiffMoE: Dynamic Token Selection for Scalable Diffusion Transformers—0
A Novel Framework for Image-to-image Translation and Image Compression—0
Diff-MM: Exploring Pre-trained Text-to-Image Generation Model for Unified Multi-modal Object Tracking—0
DiffLoRA: Generating Personalized Low-Rank Adaptation Weights with Diffusion—0
Bridging CLIP and StyleGAN through Latent Alignment for Image Editing—0
A novel deep learning-based method for monochromatic image synthesis from spectral CT using photon-counting detectors—0
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation—0
BRIDGING ADVERSARIAL SAMPLES AND ADVERSARIAL NETWORKS—0
DiffGAR: Model-Agnostic Restoration from Generative Artifacts Using Image-to-Image Diffusion Models—0
Bridge Diffusion Model: bridge non-English language-native text-to-image diffusion model with English communities—0
DiffGAN: A Test Generation Approach for Differential Testing of Deep Neural Networks—0
Differentially Private Fine-Tuning of Diffusion Models—0
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images—0
Advancing Generative Model Evaluation: A Novel Algorithm for Realistic Image Synthesis and Comparison in OCR System—0
High-Resolution Image Synthesis via Next-Token Prediction—0
High Resolution Solar Image Generation using Generative Adversarial Networks—0
Differentially Private Diffusion Models Generate Useful Synthetic Images—0
BraSyn 2023 challenge: Missing MRI synthesis and the effect of different learning objectives—0
An Ordinary Differential Equation Sampler with Stochastic Start for Diffusion Bridge Models—0
Advancing Diffusion Models: Alias-Free Resampling and Enhanced Rotational Equivariance—0
4D Semantic Cardiac Magnetic Resonance Image Synthesis on XCAT Anatomical Model—0
BrainSCUBA: Fine-Grained Natural Language Captions of Visual Cortex Selectivity—0
Brain Image Synthesis With Unsupervised Multivariate Canonical CSCl4Net—0
An Ordinal Diffusion Model for Generating Medical Images with Different Severity Levels—0
Show:102550
← PrevPage 107 of 268Next →
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