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 1851–1900 of 6689 papers

TitleStatusHype
Step Saver: Predicting Minimum Denoising Steps for Diffusion Model Image Generation—0
SkyDiffusion: Ground-to-Aerial Image Synthesis with Diffusion Models and BEV Paradigm—0
A Novel Evaluation Framework for Image2Text Generation—0
VAR-CLIP: Text-to-Image Generator with Visual Auto-Regressive ModelingCode2
EIUP: A Training-Free Approach to Erase Non-Compliant Concepts Conditioned on Implicit Unsafe Prompts—0
FBSDiff: Plug-and-Play Frequency Band Substitution of Diffusion Features for Highly Controllable Text-Driven Image TranslationCode1
A Simple Background Augmentation Method for Object Detection with Diffusion Model—0
Few-shot Defect Image Generation based on Consistency ModelingCode1
Temporal Evolution of Knee Osteoarthritis: A Diffusion-based Morphing Model for X-ray Medical Image Synthesis—0
Smoothed Energy Guidance: Guiding Diffusion Models with Reduced Energy Curvature of AttentionCode2
Synthetic dual image generation for reduction of labeling efforts in semantic segmentation of micrographs with a customized metric function—0
Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation ModelsCode1
A new approach for encoding code and assisting code understanding—0
Towards Reliable Advertising Image Generation Using Human FeedbackCode2
Detecting, Explaining, and Mitigating Memorization in Diffusion ModelsCode2
Deformable 3D Shape Diffusion Model—0
WAS: Dataset and Methods for Artistic Text SegmentationCode1
Fine-gained Zero-shot Video Sampling—0
Autonomous Improvement of Instruction Following Skills via Foundation ModelsCode2
Enhancing Quantitative Image Synthesis through Pretraining and Resolution Scaling for Bone Mineral Density Estimation from a Plain X-ray ImageCode0
Vulnerabilities in AI-generated Image Detection: The Challenge of Adversarial Attacks—0
Retinex-Diffusion: On Controlling Illumination Conditions in Diffusion Models via Retinex Theory—0
Reproducibility Study of "ITI-GEN: Inclusive Text-to-Image Generation"Code0
MaskInversion: Localized Embeddings via Optimization of Explainability Maps—0
VersusDebias: Universal Zero-Shot Debiasing for Text-to-Image Models via SLM-Based Prompt Engineering and Generative AdversaryCode0
Perm: A Parametric Representation for Multi-Style 3D Hair ModelingCode2
MVPbev: Multi-view Perspective Image Generation from BEV with Test-time Controllability and GeneralizabilityCode1
Temporal Feature Matters: A Framework for Diffusion Model QuantizationCode2
Artificial Immunofluorescence in a Flash: Rapid Synthetic Imaging from Brightfield Through Residual Diffusion—0
Guided Latent Slot Diffusion for Object-Centric Learning—0
ReCorD: Reasoning and Correcting Diffusion for HOI GenerationCode1
Utilizing Generative Adversarial Networks for Image Data Augmentation and Classification of Semiconductor Wafer Dicing Induced Defects—0
MemBench: Memorized Image Trigger Prompt Dataset for Diffusion ModelsCode1
ViPer: Visual Personalization of Generative Models via Individual Preference Learning—0
Adaptive Gradient Regularization: A Faster and Generalizable Optimization Technique for Deep Neural Networks—0
Synthetic Trajectory Generation Through Convolutional Neural NetworksCode0
Artistic Intelligence: A Diffusion-Based Framework for High-Fidelity Landscape Painting Synthesis—0
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion ModelsCode0
Fréchet Video Motion Distance: A Metric for Evaluating Motion Consistency in VideosCode2
DiffX: Guide Your Layout to Cross-Modal Generative ModelingCode1
DStruct2Design: Data and Benchmarks for Data Structure Driven Generative Floor Plan DesignCode1
SpotDiffusion: A Fast Approach For Seamless Panorama Generation Over TimeCode1
CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion ModelsCode5
Distilling Vision-Language Foundation Models: A Data-Free Approach via Prompt Diversification—0
BIGbench: A Unified Benchmark for Evaluating Multi-dimensional Social Biases in Text-to-Image ModelsCode1
Variational Potential Flow: A Novel Probabilistic Framework for Energy-Based Generative Modelling—0
MedEdit: Counterfactual Diffusion-based Image Editing on Brain MRI—0
LSReGen: Large-Scale Regional Generator via Backward Guidance Framework—0
Diffusion Models as Data Mining Tools—0
-Brush: Controllable Large Image Synthesis with Diffusion Models in Infinite DimensionsCode0
Show:102550
← PrevPage 38 of 134Next →
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