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 2801–2850 of 6689 papers

TitleStatusHype
StereoGen: High-quality Stereo Image Generation from a Single Image—0
XMusic: Towards a Generalized and Controllable Symbolic Music Generation Framework—0
Watermarking in Diffusion Model: Gaussian Shading with Exact Diffusion Inversion via Coupled Transformations (EDICT)—0
CookingDiffusion: Cooking Procedural Image Generation with Stable Diffusion—0
SHYI: Action Support for Contrastive Learning in High-Fidelity Text-to-Image Generation—0
Enhanced Multi-Scale Cross-Attention for Person Image Generation—0
Complexity Control Facilitates Reasoning-Based Compositional Generalization in TransformersCode0
Religious Bias Landscape in Language and Text-to-Image Models: Analysis, Detection, and Debiasing StrategiesCode0
Boosting Text-To-Image Generation via Multilingual Prompting in Large Multimodal ModelsCode0
Enhancing Image Generation Fidelity via Progressive PromptsCode0
SuperNeRF-GAN: A Universal 3D-Consistent Super-Resolution Framework for Efficient and Enhanced 3D-Aware Image Synthesis—0
Padding Tone: A Mechanistic Analysis of Padding Tokens in T2I ModelsCode0
DivTrackee versus DynTracker: Promoting Diversity in Anti-Facial Recognition against Dynamic FR StrategyCode0
Scaffolding Creativity: Integrating Generative AI Tools and Real-world Experiences in Business Education—0
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation—0
Poetry in Pixels: Prompt Tuning for Poem Image Generation via Diffusion ModelsCode0
MEt3R: Measuring Multi-View Consistency in Generated Images—0
EmotiCrafter: Text-to-Emotional-Image Generation based on Valence-Arousal Model—0
Ultrasound Image Synthesis Using Generative AI for Lung Ultrasound Detection—0
Patch-GAN Transfer Learning with Reconstructive Models for Cloud Removal—0
Zero-1-to-G: Taming Pretrained 2D Diffusion Model for Direct 3D Generation—0
Seeing Sound: Assembling Sounds from Visuals for Audio-to-Image Generation—0
CROPS: Model-Agnostic Training-Free Framework for Safe Image Synthesis with Latent Diffusion Models—0
Color Correction Meets Cross-Spectral Refinement: A Distribution-Aware Diffusion for Underwater Image Restoration—0
EditAR: Unified Conditional Generation with Autoregressive Models—0
Circuit Complexity Bounds for Visual Autoregressive Model—0
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep LearningCode0
On Computational Limits and Provably Efficient Criteria of Visual Autoregressive Models: A Fine-Grained Complexity Analysis—0
SceneBooth: Diffusion-based Framework for Subject-preserved Text-to-Image Generation—0
PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models—0
Evaluating Image Caption via Cycle-consistent Text-to-Image Generation—0
MedSegDiffNCA: Diffusion Models With Neural Cellular Automata for Skin Lesion Segmentation—0
Vision-Driven Prompt Optimization for Large Language Models in Multimodal Generative Tasks—0
ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling—0
Generating Multimodal Images with GAN: Integrating Text, Image, and Style—0
Plasma-CycleGAN: Plasma Biomarker-Guided MRI to PET Cross-modality Translation Using Conditional CycleGAN—0
LayeringDiff: Layered Image Synthesis via Generation, then Disassembly with Generative Knowledge—0
Object-level Visual Prompts for Compositional Image Generation—0
Test-time Controllable Image Generation by Explicit Spatial Constraint Enforcement—0
ProjectedEx: Enhancing Generation in Explainable AI for Prostate CancerCode0
EliGen: Entity-Level Controlled Image Generation with Regional AttentionCode0
Early-Bird Diffusion: Investigating and Leveraging Timestep-Aware Early-Bird Tickets in Diffusion Models for Efficient TrainingCode0
Unseen Visual Anomaly Generation—0
Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation—0
DreamRelation: Bridging Customization and Relation Generation—0
VODiff: Controlling Object Visibility Order in Text-to-Image Generation—0
Learning Partonomic 3D Reconstruction from Image CollectionsCode0
Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization—0
Diffusion Prism: Enhancing Diversity and Morphology Consistency in Mask-to-Image Diffusion—0
Let's Verify and Reinforce Image Generation Step by Step—0
Show:102550
← PrevPage 57 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