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 2301–2350 of 6689 papers

TitleStatusHype
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
Improving Subject-Driven Image Synthesis with Subject-Agnostic Guidance—0
Long Tail Image Generation Through Feature Space Augmentation and Iterated LearningCode0
Towards Inclusive Face Recognition Through Synthetic Ethnicity Alteration—0
SonicDiffusion: Audio-Driven Image Generation and Editing with Pretrained Diffusion Models—0
Guided Conditional Diffusion Classifier (ConDiff) for Enhanced Prediction of Infection in Diabetic Foot Ulcers—0
Compressive Sensing Imaging Using Caustic Lens Mask Generated by Periodic Perturbation in a Ripple Tank—0
RGBX: Image decomposition and synthesis using material- and lighting-aware diffusion models—0
Streamlining Image Editing with Layered Diffusion Brushes—0
UWAFA-GAN: Ultra-Wide-Angle Fluorescein Angiography Transformation via Multi-scale Generation and Registration EnhancementCode0
TwinDiffusion: Enhancing Coherence and Efficiency in Panoramic Image Generation with Diffusion ModelsCode1
InstantFamily: Masked Attention for Zero-shot Multi-ID Image Generation—0
NeRF-Insert: 3D Local Editing with Multimodal Control Signals—0
DOCCI: Descriptions of Connected and Contrasting Images—0
SwipeGANSpace: Swipe-to-Compare Image Generation via Efficient Latent Space Exploration—0
FlexiFilm: Long Video Generation with Flexible ConditionsCode1
SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection MethodsCode2
Anywhere: A Multi-Agent Framework for User-Guided, Reliable, and Diverse Foreground-Conditioned Image Generation—0
G-Refine: A General Quality Refiner for Text-to-Image GenerationCode1
PKU-AIGIQA-4K: A Perceptual Quality Assessment Database for Both Text-to-Image and Image-to-Image AI-Generated ImagesCode0
Learning Mixtures of Gaussians Using Diffusion Models—0
A robust and scalable framework for hallucination detection in virtual tissue staining and digital pathology—0
Hide and Seek: How Does Watermarking Impact Face Recognition?—0
TheaterGen: Character Management with LLM for Consistent Multi-turn Image GenerationCode2
Grounded Compositional and Diverse Text-to-3D with Pretrained Multi-View Diffusion Model—0
Improving Training-free Conditional Diffusion Model via Fisher Information—0
Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic ModelsCode1
LM-IGTD: a 2D image generator for low-dimensional and mixed-type tabular data to leverage the potential of convolutional neural networks—0
Efficient Exploration of Image Classifier Failures with Bayesian Optimization and Text-to-Image Models—0
BlenderAlchemy: Editing 3D Graphics with Vision-Language Models—0
Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection—0
Synthesizing Iris Images using Generative Adversarial Networks: Survey and Comparative Analysis—0
REBEL: Reinforcement Learning via Regressing Relative RewardsCode2
Denoising: from classical methods to deep CNNsCode1
Conditional Distribution Modelling for Few-Shot Image Synthesis with Diffusion Models—0
MuseumMaker: Continual Style Customization without Catastrophic Forgetting—0
PuLID: Pure and Lightning ID Customization via Contrastive AlignmentCode7
Sketch2Human: Deep Human Generation with Disentangled Geometry and Appearance Control—0
ID-Aligner: Enhancing Identity-Preserving Text-to-Image Generation with Reward Feedback Learning—0
GLoD: Composing Global Contexts and Local Details in Image Generation—0
FINEMATCH: Aspect-based Fine-grained Image and Text Mismatch Detection and Correction—0
From Parts to Whole: A Unified Reference Framework for Controllable Human Image GenerationCode2
SkinGEN: an Explainable Dermatology Diagnosis-to-Generation Framework with Interactive Vision-Language Models—0
Multimodal Large Language Model is a Human-Aligned Annotator for Text-to-Image Generation—0
MultiBooth: Towards Generating All Your Concepts in an Image from TextCode2
Accelerating Image Generation with Sub-path Linear Approximation Model—0
Towards Better Text-to-Image Generation Alignment via Attention Modulation—0
SEED-X: Multimodal Models with Unified Multi-granularity Comprehension and GenerationCode4
ArtNeRF: A Stylized Neural Field for 3D-Aware Cartoonized Face SynthesisCode1
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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