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 3751–3800 of 6689 papers

TitleStatusHype
Learning Latent Space Hierarchical EBM Diffusion Models—0
Generalized Compressed Sensing for Image Reconstruction with Diffusion Probabilistic ModelsCode0
Computational Tradeoffs in Image Synthesis: Diffusion, Masked-Token, and Next-Token Prediction—0
An Empirical Study and Analysis of Text-to-Image Generation Using Large Language Model-Powered Textual RepresentationCode0
Personalized Residuals for Concept-Driven Text-to-Image Generation—0
CustomText: Customized Textual Image Generation using Diffusion Models—0
UPAM: Unified Prompt Attack in Text-to-Image Generation Models Against Both Textual Filters and Visual Checkers—0
TriLoRA: Integrating SVD for Advanced Style Personalization in Text-to-Image Generation—0
Improving face generation quality and prompt following with synthetic captions—0
Lean Attention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers—0
MediSyn: Text-Guided Diffusion Models for Broad Medical 2D and 3D Image Synthesis—0
KPNDepth: Depth Estimation of Lane Images under Complex Rainy Environment—0
VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing—0
VisioBlend: Sketch and Stroke-Guided Denoising Diffusion Probabilistic Model for Realistic Image Generation—0
Global-Local Image Perceptual Score (GLIPS): Evaluating Photorealistic Quality of AI-Generated Images—0
DeCoDEx: Confounder Detector Guidance for Improved Diffusion-based Counterfactual ExplanationsCode0
Similarity and Quality Metrics for MR Image-To-Image Translation—0
Compositional Text-to-Image Generation with Dense Blob Representations—0
RATLIP: Generative Adversarial CLIP Text-to-Image Synthesis Based on Recurrent Affine TransformationsCode0
SAR Image Synthesis with Diffusion Models—0
Training-free Subject-Enhanced Attention Guidance for Compositional Text-to-image Generation—0
Controllable Image Generation With Composed Parallel Token Prediction—0
Deep MMD Gradient Flow without adversarial training—0
Exploring Text-Guided Single Image Editing for Remote Sensing ImagesCode0
An Inversion-based Measure of Memorization for Diffusion ModelsCode0
VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis—0
A Survey on Personalized Content Synthesis with Diffusion Models—0
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI—0
FlexEControl: Flexible and Efficient Multimodal Control for Text-to-Image Generation—0
Diffusion-HMC: Parameter Inference with Diffusion-model-driven Hamiltonian Monte CarloCode0
HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis—0
Variational Schrödinger Diffusion Models—0
Simple Drop-in LoRA Conditioning on Attention Layers Will Improve Your Diffusion Model—0
ResNCT: A Deep Learning Model for the Synthesis of Nephrographic Phase Images in CT Urography—0
TexControl: Sketch-Based Two-Stage Fashion Image Generation Using Diffusion Model—0
Diffusion-driven GAN Inversion for Multi-Modal Face Image GenerationCode0
Generated Contents Enrichment—0
Data-Efficient Molecular Generation with Hierarchical Textual InversionCode0
Multi-method Integration with Confidence-based Weighting for Zero-shot Image Classification—0
Defect Image Sample Generation With Diffusion Prior for Steel Surface Defect Recognition—0
Functional Imaging Constrained Diffusion for Brain PET Synthesis from Structural MRICode0
Long Tail Image Generation Through Feature Space Augmentation and Iterated LearningCode0
Towards Inclusive Face Recognition Through Synthetic Ethnicity Alteration—0
Improving Subject-Driven Image Synthesis with Subject-Agnostic Guidance—0
RGBX: Image decomposition and synthesis using material- and lighting-aware diffusion models—0
Guided Conditional Diffusion Classifier (ConDiff) for Enhanced Prediction of Infection in Diabetic Foot Ulcers—0
UWAFA-GAN: Ultra-Wide-Angle Fluorescein Angiography Transformation via Multi-scale Generation and Registration EnhancementCode0
Compressive Sensing Imaging Using Caustic Lens Mask Generated by Periodic Perturbation in a Ripple Tank—0
SonicDiffusion: Audio-Driven Image Generation and Editing with Pretrained Diffusion Models—0
Streamlining Image Editing with Layered Diffusion Brushes—0
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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