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 3901–3925 of 6689 papers

TitleStatusHype
Multi-Sensor Diffusion-Driven Optical Image Translation for Large-Scale Applications—0
Optimal Budgeted Rejection Sampling for Generative Models—0
Optimal Stochastic Trace Estimation in Generative Modeling—0
Optimized latent-code selection for explainable conditional text-to-image GANs—0
Optimizing Few-Step Diffusion Samplers by Gradient Descent—0
Optimizing Knowledge Distillation in Transformers: Enabling Multi-Head Attention without Alignment Barriers—0
Optimizing Negative Prompts for Enhanced Aesthetics and Fidelity in Text-To-Image Generation—0
3D-LDM: Neural Implicit 3D Shape Generation with Latent Diffusion Models—0
Orchid: Image Latent Diffusion for Joint Appearance and Geometry Generation—0
Zoom, Enhance! Measuring Surveillance GAN Up-sampling—0
OrganiQ: Mitigating Classical Resource Bottlenecks of Quantum Generative Adversarial Networks on NISQ-Era Machines—0
ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation—0
OrthoGAN:High-Precision Image Generation for Teeth Orthodontic Visualization—0
UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation—0
OT-Net: A Reusable Neural Optimal Transport Solver—0
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU—0
A New Dataset and Boundary-Attention Semantic Segmentation for Face Parsing—0
Outsourced diffusion sampling: Efficient posterior inference in latent spaces of generative models—0
UniCombine: Unified Multi-Conditional Combination with Diffusion Transformer—0
A new approach for encoding code and assisting code understanding—0
Owls are wise and foxes are unfaithful: Uncovering animal stereotypes in vision-language models—0
Ownership Protection of Generative Adversarial Networks—0
P3S-Diffusion:A Selective Subject-driven Generation Framework via Point Supervision—0
3D-GIF: 3D-Controllable Object Generation via Implicit Factorized Representations—0
PA-GAN: Improving GAN Training by Progressive Augmentation—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