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 951–1000 of 6689 papers

TitleStatusHype
MemBench: Memorized Image Trigger Prompt Dataset for Diffusion ModelsCode1
DiffX: Guide Your Layout to Cross-Modal Generative ModelingCode1
SpotDiffusion: A Fast Approach For Seamless Panorama Generation Over TimeCode1
DStruct2Design: Data and Benchmarks for Data Structure Driven Generative Floor Plan DesignCode1
BIGbench: A Unified Benchmark for Evaluating Multi-dimensional Social Biases in Text-to-Image ModelsCode1
Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and EvaluationsCode1
Training-free Composite Scene Generation for Layout-to-Image SynthesisCode1
Latent Diffusion for Medical Image Segmentation: End to end learning for fast sampling and accuracyCode1
InsertDiffusion: Identity Preserving Visualization of Objects through a Training-Free Diffusion ArchitectureCode1
PSC: Posterior Sampling-Based CompressionCode1
DART: An Automated End-to-End Object Detection Pipeline with Data Diversification, Open-Vocabulary Bounding Box Annotation, Pseudo-Label Review, and Model TrainingCode1
Region Attention Transformer for Medical Image RestorationCode1
LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language ModelsCode1
GAURA: Generalizable Approach for Unified Restoration and Rendering of Arbitrary ViewsCode1
Trainable Highly-expressive Activation FunctionsCode1
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and SynthesisCode1
3D Vessel Graph Generation Using Denoising DiffusionCode1
Diffusion as Sound Propagation: Physics-inspired Model for Ultrasound Image GenerationCode1
MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation?Code1
Leveraging Latent Diffusion Models for Training-Free In-Distribution Data Augmentation for Surface Defect DetectionCode1
An Organism Starts with a Single Pix-Cell: A Neural Cellular Diffusion for High-Resolution Image SynthesisCode1
Stochastic Solutions for Simultaneous Seismic Data Denoising and Reconstruction via Score-based Generative ModelsCode1
LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image GenerationCode1
Network Bending of Diffusion Models for Audio-Visual GenerationCode1
MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose GuidanceCode1
Prompt Refinement with Image Pivot for Text-to-Image GenerationCode1
Rethinking and Defending Protective Perturbation in Personalized Diffusion ModelsCode1
Structural Attention: Rethinking Transformer for Unpaired Medical Image SynthesisCode1
EVALALIGN: Supervised Fine-Tuning Multimodal LLMs with Human-Aligned Data for Evaluating Text-to-Image ModelsCode1
Fantastic Copyrighted Beasts and How (Not) to Generate ThemCode1
Improving Visual Commonsense in Language Models via Multiple Image GenerationCode1
AITTI: Learning Adaptive Inclusive Token for Text-to-Image GenerationCode1
Latent Denoising Diffusion GAN: Faster sampling, Higher image qualityCode1
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion ModelsCode1
Alleviating Distortion in Image Generation via Multi-Resolution Diffusion Models and Time-Dependent Layer NormalizationCode1
CFG++: Manifold-constrained Classifier Free Guidance for Diffusion ModelsCode1
TC-Bench: Benchmarking Temporal Compositionality in Text-to-Video and Image-to-Video GenerationCode1
SPIN: Spacecraft Imagery for NavigationCode1
TLCM: Training-efficient Latent Consistency Model for Image Generation with 2-8 StepsCode1
Revisiting Non-Autoregressive Transformers for Efficient Image SynthesisCode1
3D MRI Synthesis with Slice-Based Latent Diffusion Models: Improving Tumor Segmentation Tasks in Data-Scarce RegimesCode1
CLoG: Benchmarking Continual Learning of Image Generation ModelsCode1
Quantum Implicit Neural RepresentationsCode1
CE-VAE: Capsule Enhanced Variational AutoEncoder for Underwater Image EnhancementCode1
Re-ReST: Reflection-Reinforced Self-Training for Language AgentsCode1
Invisible Backdoor Attacks on Diffusion ModelsCode1
Diffusion Features to Bridge Domain Gap for Semantic SegmentationCode1
Diffusion-based Image Generation for In-distribution Data Augmentation in Surface Defect DetectionCode1
Disrupting Diffusion: Token-Level Attention Erasure Attack against Diffusion-based CustomizationCode1
Diffusion Models Are Innate One-Step GeneratorsCode1
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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