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 4801–4850 of 6689 papers

TitleStatusHype
Collective Learning Mechanism based Optimal Transport Generative Adversarial Network for Non-parallel Voice Conversion—0
Color Alignment in Diffusion—0
Color Correction Meets Cross-Spectral Refinement: A Distribution-Aware Diffusion for Underwater Image Restoration—0
SPIRiT-Diffusion: Self-Consistency Driven Diffusion Model for Accelerated MRI—0
CDM-QTA: Quantized Training Acceleration for Efficient LoRA Fine-Tuning of Diffusion Model—0
Combating Mode Collapse in GAN training: An Empirical Analysis using Hessian Eigenvalues—0
Combinets: Creativity via Recombination of Neural Networks—0
Combining Attention with Flow for Person Image Synthesis—0
Combining Generative Artificial Intelligence (AI) and the Internet: Heading towards Evolution or Degradation?—0
SPIRiT-Diffusion: SPIRiT-driven Score-Based Generative Modeling for Vessel Wall imaging—0
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection—0
Combining Transformer Generators with Convolutional Discriminators—0
ComfyGen: Prompt-Adaptive Workflows for Text-to-Image Generation—0
ComfyGI: Automatic Improvement of Image Generation Workflows—0
ComfyGPT: A Self-Optimizing Multi-Agent System for Comprehensive ComfyUI Workflow Generation—0
ComicGAN: Text-to-Comic Generative Adversarial Network—0
A Domain-specific Perceptual Metric via Contrastive Self-supervised Representation: Applications on Natural and Medical Images—0
Commonsense-T2I Challenge: Can Text-to-Image Generation Models Understand Commonsense?—0
Comparative Analysis of Generative Models: Enhancing Image Synthesis with VAEs, GANs, and Stable Diffusion—0
Comparative clinical evaluation of "memory-efficient" synthetic 3d generative adversarial networks (gan) head-to-head to state of art: results on computed tomography of the chest—0
Comparing noisy neural population dynamics using optimal transport distances—0
Compass Control: Multi Object Orientation Control for Text-to-Image Generation—0
Compatible and Diverse Fashion Image Inpainting—0
CompGS: Unleashing 2D Compositionality for Compositional Text-to-3D via Dynamically Optimizing 3D Gaussians—0
Completing Visual Objects via Bridging Generation and Segmentation—0
CCIS-Diff: A Generative Model with Stable Diffusion Prior for Controlled Colonoscopy Image Synthesis—0
ComposeAnything: Composite Object Priors for Text-to-Image Generation—0
Composing Ensembles of Pre-trained Models via Iterative Consensus—0
Composing Parts for Expressive Object Generation—0
Composite Diffusion | whole >= Σparts—0
Compositional Text-to-Image Generation with Dense Blob Representations—0
SpotActor: Training-Free Layout-Controlled Consistent Image Generation—0
CC-Diff: Enhancing Contextual Coherence in Remote Sensing Image Synthesis—0
Compressed Gastric Image Generation Based on Soft-Label Dataset Distillation for Medical Data Sharing—0
Causal-TGAN: Causally-Aware Synthetic Tabular Data Generative Adversarial Network—0
Compressive Sensing Imaging Using Caustic Lens Mask Generated by Periodic Perturbation in a Ripple Tank—0
Computational Tradeoffs in Image Synthesis: Diffusion, Masked-Token, and Next-Token Prediction—0
Computerized Tomography Pulmonary Angiography Image Simulation using Cycle Generative Adversarial Network from Chest CT imaging in Pulmonary Embolism Patients—0
Computer Vision-based Characterization of Large-scale Jet Flames using a Synthetic Infrared Image Generation Approach—0
Concept Arithmetics for Circumventing Concept Inhibition in Diffusion Models—0
Video Latent Flow Matching: Optimal Polynomial Projections for Video Interpolation and Extrapolation—0
Causal-Story: Local Causal Attention Utilizing Parameter-Efficient Tuning For Visual Story Synthesis—0
Concept Formation and Dynamics of Repeated Inference in Deep Generative Models—0
ConceptGuard: Continual Personalized Text-to-Image Generation with Forgetting and Confusion Mitigation—0
Causal Image Synthesis of Brain MR in 3D—0
ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty—0
Spot the fake lungs: Generating Synthetic Medical Images using Neural Diffusion Models—0
SQ-DM: Accelerating Diffusion Models with Aggressive Quantization and Temporal Sparsity—0
CausalGeD: Blending Causality and Diffusion for Spatial Gene Expression Generation—0
Conceptual and Hierarchical Latent Space Decomposition for Face Editing—0
Show:102550
← PrevPage 97 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