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 2601–2650 of 6689 papers

TitleStatusHype
AI for Just Work: Constructing Diverse Imaginations of AI beyond "Replacing Humans"—0
Synthetic Lung X-ray Generation through Cross-Attention and Affinity Transformation—0
Color Alignment in Diffusion—0
DynamicID: Zero-Shot Multi-ID Image Personalization with Flexible Facial Editability—0
ARMOR v0.1: Empowering Autoregressive Multimodal Understanding Model with Interleaved Multimodal Generation via Asymmetric Synergy—0
Towards More Accurate Personalized Image Generation: Addressing Overfitting and Evaluation BiasCode0
Adding Additional Control to One-Step Diffusion with Joint Distribution Matching—0
Generative modelling with jump-diffusionsCode0
PixelPonder: Dynamic Patch Adaptation for Enhanced Multi-Conditional Text-to-Image Generation—0
TR-DQ: Time-Rotation Diffusion Quantization—0
Fine-Grained Alignment and Noise Refinement for Compositional Text-to-Image GenerationCode0
Consistent Image Layout Editing with Diffusion Models—0
Disrupting Model Merging: A Parameter-Level Defense Without Sacrificing Accuracy—0
VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models—0
Text2Story: Advancing Video Storytelling with Text Guidance—0
Anti-Diffusion: Preventing Abuse of Modifications of Diffusion-Based ModelsCode0
Frequency Autoregressive Image Generation with Continuous Tokens—0
LapLoss: Laplacian Pyramid-based Multiscale loss for Image Translation—0
Synthetic Data is an Elegant GIFT for Continual Vision-Language Models—0
Energy-Guided Optimization for Personalized Image Editing with Pretrained Text-to-Image Diffusion Models—0
Find Matching Faces Based On Face Parameters—0
Multi-View Depth Consistent Image Generation Using Generative AI Models: Application on Architectural Design of University Buildings—0
A Generative Approach to High Fidelity 3D Reconstruction from Text Data—0
Straight-Line Diffusion Model for Efficient 3D Molecular GenerationCode0
Generative Modeling of Microweather Wind Velocities for Urban Air MobilityCode0
Q&C: When Quantization Meets Cache in Efficient Image GenerationCode0
RectifiedHR: Enable Efficient High-Resolution Image Generation via Energy Rectification—0
Teaching Metric Distance to Autoregressive Multimodal Foundational Models—0
Robust time series generation via Schrödinger Bridge: a comprehensive evaluation—0
ACCORD: Alleviating Concept Coupling through Dependence Regularization for Text-to-Image Diffusion Personalization—0
TactStyle: Generating Tactile Textures with Generative AI for Digital Fabrication—0
DesignDiffusion: High-Quality Text-to-Design Image Generation with Diffusion Models—0
HanDrawer: Leveraging Spatial Information to Render Realistic Hands Using a Conditional Diffusion Model in Single Stage—0
FRMD: Fast Robot Motion Diffusion with Consistency-Distilled Movement Primitives for Smooth Action Generation—0
Enhancing Retinal Vessel Segmentation Generalization via Layout-Aware Generative Modelling—0
Towards Improved Text-Aligned Codebook Learning: Multi-Hierarchical Codebook-Text Alignment with Long Text—0
MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations—0
Cross Modality Medical Image Synthesis for Improving Liver Segmentation—0
Evaluating and Predicting Distorted Human Body Parts for Generated ImagesCode0
Development of an Unpaired Deep Neural Network for Synthesizing X-ray Fluoroscopic Images from Digitally Reconstructed Tomography in Image Guided Radiotherapy—0
DiffBrush:Just Painting the Art by Your Hands—0
SafeText: Safe Text-to-image Models via Aligning the Text Encoder—0
How far can we go with ImageNet for Text-to-Image generation?—0
Gungnir: Exploiting Stylistic Features in Images for Backdoor Attacks on Diffusion ModelsCode0
Analyzing CLIP's Performance Limitations in Multi-Object Scenarios: A Controlled High-Resolution Study—0
FlexiDiT: Your Diffusion Transformer Can Easily Generate High-Quality Samples with Less Compute—0
Finding Local Diffusion Schrödinger Bridge using Kolmogorov-Arnold NetworkCode0
Language-Informed Hyperspectral Image Synthesis for Imbalanced-Small Sample Classification via Semi-Supervised Conditional Diffusion Model—0
Multi-modal Contrastive Learning for Tumor-specific Missing Modality Synthesis—0
Optimal Stochastic Trace Estimation in Generative Modeling—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