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 5251–5300 of 6689 papers

TitleStatusHype
Diff4MMLiTS: Advanced Multimodal Liver Tumor Segmentation via Diffusion-Based Image Synthesis and Alignment—0
DiffAD: A Unified Diffusion Modeling Approach for Autonomous Driving—0
Adaptive Multi-stage Density Ratio Estimation for Learning Latent Space Energy-based Model—0
DiffBrush:Just Painting the Art by Your Hands—0
DiffCap: Exploring Continuous Diffusion on Image Captioning—0
Diff-CAPTCHA: An Image-based CAPTCHA with Security Enhanced by Denoising Diffusion Model—0
DiffChat: Learning to Chat with Text-to-Image Synthesis Models for Interactive Image Creation—0
DiffCollage: Parallel Generation of Large Content with Diffusion Models—0
Adaptive Multiplane Image Generation from a Single Internet Picture—0
Diff-CXR: Report-to-CXR generation through a disease-knowledge enhanced diffusion model—0
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases—0
DiffDis: Empowering Generative Diffusion Model with Cross-Modal Discrimination Capability—0
Style Generation: Image Synthesis based on Coarsely Matched Texts—0
Cache Me if You Can: Accelerating Diffusion Models through Block Caching—0
C4Synth: Cross-Caption Cycle-Consistent Text-to-Image Synthesis—0
Bridging Scales in Map Generation: A scale-aware cascaded generative mapping framework for seamless and consistent multi-scale cartographic representation—0
Buster: Implanting Semantic Backdoor into Text Encoder to Mitigate NSFW Content Generation—0
Style-Guided Inference of Transformer for High-resolution Image Synthesis—0
Differentially Private Diffusion Models Generate Useful Synthetic Images—0
Differentially Private Fine-Tuning of Diffusion Models—0
Build-A-Scene: Interactive 3D Layout Control for Diffusion-Based Image Generation—0
StyleHumanCLIP: Text-guided Garment Manipulation for StyleGAN-Human—0
DiffGAN: A Test Generation Approach for Differential Testing of Deep Neural Networks—0
DiffGAR: Model-Agnostic Restoration from Generative Artifacts Using Image-to-Image Diffusion Models—0
StyleInject: Parameter Efficient Tuning of Text-to-Image Diffusion Models—0
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation—0
Style Intervention: How to Achieve Spatial Disentanglement with Style-based Generators?—0
BudgetFusion: Perceptually-Guided Adaptive Diffusion Models—0
DiffLoRA: Generating Personalized Low-Rank Adaptation Weights with Diffusion—0
Diff-MM: Exploring Pre-trained Text-to-Image Generation Model for Unified Multi-modal Object Tracking—0
DiffMoE: Dynamic Token Selection for Scalable Diffusion Transformers—0
Bringing together invertible UNets with invertible attention modules for memory-efficient diffusion models—0
DiffMorph: Text-less Image Morphing with Diffusion Models—0
DIFFNAT: Improving Diffusion Image Quality Using Natural Image Statistics—0
DIFF-NST: Diffusion Interleaving For deFormable Neural Style Transfer—0
Diff-Oracle: Deciphering Oracle Bone Scripts with Controllable Diffusion Model—0
Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks—0
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation—0
Vision-Driven Prompt Optimization for Large Language Models in Multimodal Generative Tasks—0
ArtWeaver: Advanced Dynamic Style Integration via Diffusion Model—0
Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model—0
StyleMC: Multi-Channel Based Fast Text-Guided Image Generation and Manipulation—0
DiffS2UT: A Semantic Preserving Diffusion Model for Textless Direct Speech-to-Speech Translation—0
Diffscaler: Enhancing the Generative Prowess of Diffusion Transformers—0
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation—0
Vision Foundation Models as Effective Visual Tokenizers for Autoregressive Image Generation—0
DiffSSC: Semantic LiDAR Scan Completion using Denoising Diffusion Probabilistic Models—0
One Framework to Rule Them All: Unifying Multimodal Tasks with LLM Neural-Tuning—0
DiffSynth: Latent In-Iteration Deflickering for Realistic Video Synthesis—0
DiffUCD:Unsupervised Hyperspectral Image Change Detection with Semantic Correlation Diffusion Model—0
Show:102550
← PrevPage 106 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