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 901–950 of 6689 papers

TitleStatusHype
Watermarking in Diffusion Model: Gaussian Shading with Exact Diffusion Inversion via Coupled Transformations (EDICT)—0
Enhanced Multi-Scale Cross-Attention for Person Image Generation—0
CookingDiffusion: Cooking Procedural Image Generation with Stable Diffusion—0
Yuan: Yielding Unblemished Aesthetics Through A Unified Network for Visual Imperfections Removal in Generated ImagesCode0
Grounding Text-To-Image Diffusion Models For Controlled High-Quality Image Generation—0
Generative diffusion model with inverse renormalization group flowsCode1
XMusic: Towards a Generalized and Controllable Symbolic Music Generation Framework—0
Multimodal LLMs Can Reason about Aesthetics in Zero-ShotCode1
Religious Bias Landscape in Language and Text-to-Image Models: Analysis, Detection, and Debiasing StrategiesCode0
D^2-DPM: Dual Denoising for Quantized Diffusion Probabilistic ModelsCode1
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
Focus-N-Fix: Region-Aware Fine-Tuning for Text-to-Image Generation—0
Scaffolding Creativity: Integrating Generative AI Tools and Real-world Experiences in Business Education—0
MEt3R: Measuring Multi-View Consistency in Generated Images—0
Ultrasound Image Synthesis Using Generative AI for Lung Ultrasound Detection—0
EmotiCrafter: Text-to-Emotional-Image Generation based on Valence-Arousal Model—0
Poetry in Pixels: Prompt Tuning for Poem Image Generation via Diffusion ModelsCode0
Patch-GAN Transfer Learning with Reconstructive Models for Cloud Removal—0
CROPS: Model-Agnostic Training-Free Framework for Safe Image Synthesis with Latent Diffusion Models—0
Seeing Sound: Assembling Sounds from Visuals for Audio-to-Image Generation—0
The GAN is dead; long live the GAN! A Modern GAN BaselineCode4
Zero-1-to-G: Taming Pretrained 2D Diffusion Model for Direct 3D Generation—0
3DIS-FLUX: simple and efficient multi-instance generation with DiT renderingCode3
Color Correction Meets Cross-Spectral Refinement: A Distribution-Aware Diffusion for Underwater Image Restoration—0
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep LearningCode0
Circuit Complexity Bounds for Visual Autoregressive Model—0
On Computational Limits and Provably Efficient Criteria of Visual Autoregressive Models: A Fine-Grained Complexity Analysis—0
EditAR: Unified Conditional Generation with Autoregressive Models—0
PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models—0
SceneBooth: Diffusion-based Framework for Subject-preserved Text-to-Image Generation—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
Face-MakeUp: Multimodal Facial Prompts for Text-to-Image GenerationCode1
ACE++: Instruction-Based Image Creation and Editing via Context-Aware Content Filling—0
Plasma-CycleGAN: Plasma Biomarker-Guided MRI to PET Cross-modality Translation Using Conditional CycleGAN—0
Generating Multimodal Images with GAN: Integrating Text, Image, and Style—0
ProjectedEx: Enhancing Generation in Explainable AI for Prostate CancerCode0
Test-time Controllable Image Generation by Explicit Spatial Constraint Enforcement—0
LayeringDiff: Layered Image Synthesis via Generation, then Disassembly with Generative Knowledge—0
Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion ModelsCode5
EliGen: Entity-Level Controlled Image Generation with Regional AttentionCode0
Object-level Visual Prompts for Compositional Image Generation—0
Devil is in the Detail: Towards Injecting Fine Details of Image Prompt in Image Generation via Conflict-free Guidance and Stratified Attention—0
MC^2: Multi-concept Guidance for Customized Multi-concept GenerationCode0
Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception—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