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 2501–2550 of 6689 papers

TitleStatusHype
SD-DiT: Unleashing the Power of Self-supervised Discrimination in Diffusion Transformer—0
FlashFace: Human Image Personalization with High-fidelity Identity PreservationCode3
Isolated Diffusion: Optimizing Multi-Concept Text-to-Image Generation Training-Freely with Isolated Diffusion Guidance—0
SDXS: Real-Time One-Step Latent Diffusion Models with Image ConditionsCode4
Multi-Scale Texture Loss for CT denoising with GANsCode0
An Intermediate Fusion ViT Enables Efficient Text-Image Alignment in Diffusion Models—0
Skews in the Phenomenon Space Hinder Generalization in Text-to-Image GenerationCode0
Refining Text-to-Image Generation: Towards Accurate Training-Free Glyph-Enhanced Image Generation—0
R3CD: Scene Graph to Image Generation with Relation-aware Compositional Contrastive Control Diffusion—0
Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI ReconstructionCode1
Advanced Feature Manipulation for Enhanced Change Detection Leveraging Natural Language Models—0
CLIP-VQDiffusion : Langauge Free Training of Text To Image generation using CLIP and vector quantized diffusion modelCode1
Generative Active Learning for Image Synthesis PersonalizationCode0
Make VLM Recognize Visual Hallucination on Cartoon Character Image with Pose Information—0
MM-Diff: High-Fidelity Image Personalization via Multi-Modal Condition Integration—0
Long-CLIP: Unlocking the Long-Text Capability of CLIPCode4
Geometric Generative Models based on Morphological Equivariant PDEs and GANs—0
DesignEdit: Multi-Layered Latent Decomposition and Fusion for Unified & Accurate Image EditingCode3
QSMDiff: Unsupervised 3D Diffusion Models for Quantitative Susceptibility Mapping—0
Analysing Diffusion Segmentation for Medical Images—0
Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations—0
Style-Extracting Diffusion Models for Semi-Supervised Histopathology Segmentation—0
Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion ModelsCode2
Deep Conditional HDRI: Inverse Tone Mapping via Dual Encoder-Decoder Conditioning Method—0
Step-Calibrated Diffusion for Biomedical Optical Image RestorationCode0
Diversity-aware Channel Pruning for StyleGAN CompressionCode1
TiBiX: Leveraging Temporal Information for Bidirectional X-ray and Report GenerationCode0
DetDiffusion: Synergizing Generative and Perceptive Models for Enhanced Data Generation and Perception—0
BlendScape: Enabling End-User Customization of Video-Conferencing Environments through Generative AI—0
IIDM: Image-to-Image Diffusion Model for Semantic Image SynthesisCode0
Towards Learning Contrast Kinetics with Multi-Condition Latent Diffusion ModelsCode1
ReGround: Improving Textual and Spatial Grounding at No CostCode0
IDAdapter: Learning Mixed Features for Tuning-Free Personalization of Text-to-Image Models—0
AGFSync: Leveraging AI-Generated Feedback for Preference Optimization in Text-to-Image Generation—0
Enhancing Fingerprint Image Synthesis with GANs, Diffusion Models, and Style Transfer Techniques—0
S2DM: Sector-Shaped Diffusion Models for Video Generation—0
Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns InjectionCode0
Ultra-High-Resolution Image Synthesis with Pyramid Diffusion Model—0
Controllable Face Synthesis with Semantic Latent Diffusion ModelsCode1
Tuning-Free Image Customization with Image and Text GuidanceCode2
Segment Anything for comprehensive analysis of grapevine cluster architecture and berry properties—0
You Only Sample Once: Taming One-Step Text-to-Image Synthesis by Self-Cooperative Diffusion GANsCode2
FouriScale: A Frequency Perspective on Training-Free High-Resolution Image SynthesisCode2
Generative Enhancement for 3D Medical ImagesCode2
Total Disentanglement of Font Images into Style and Character Class Features—0
Enhancing GAN Performance through Neural Architecture Search and Tensor DecompositionCode0
Synthetic Image Generation in Cyber Influence Operations: An Emergent Threat?—0
ThermoNeRF: Joint RGB and Thermal Novel View Synthesis for Building Facades using Multimodal Neural Radiance FieldsCode2
IDF-CR: Iterative Diffusion Process for Divide-and-Conquer Cloud Removal in Remote-sensing ImagesCode1
LayerDiff: Exploring Text-guided Multi-layered Composable Image Synthesis via Layer-Collaborative Diffusion Model—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