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

Showing 16011650 of 6689 papers

TitleStatusHype
Oracle Guided Image Synthesis with Relative QueriesCode1
Dual-Domain Image Synthesis using Segmentation-Guided GANCode1
Multi-View Consistent Generative Adversarial Networks for 3D-aware Image SynthesisCode1
Migrating Face Swap to Mobile Devices: A lightweight Framework and A Supervised Training SolutionCode1
No Token Left Behind: Explainability-Aided Image Classification and GenerationCode1
Retrieval-based Spatially Adaptive Normalization for Semantic Image SynthesisCode1
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial TrainingCode1
FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering DeepfakesCode1
Arbitrary-Scale Image SynthesisCode1
PixelFolder: An Efficient Progressive Pixel Synthesis Network for Image GenerationCode1
Semantic-shape Adaptive Feature Modulation for Semantic Image SynthesisCode1
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image SynthesisCode1
GIRAFFE HD: A High-Resolution 3D-aware Generative ModelCode1
Denoising Likelihood Score Matching for Conditional Score-based Data GenerationCode1
iPLAN: Interactive and Procedural Layout PlanningCode1
Efficient-VDVAE: Less is moreCode1
Cross-View Panorama Image SynthesisCode1
Generating natural images with direct Patch Distributions MatchingCode1
Underwater Light Field Retention : Neural Rendering for Underwater ImagingCode1
Beyond a Video Frame Interpolator: A Space Decoupled Learning Approach to Continuous Image TransitionCode1
Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?Code1
Modulated Contrast for Versatile Image SynthesisCode1
Diffusion Probabilistic Modeling for Video GenerationCode1
Attribute Group Editing for Reliable Few-shot Image GenerationCode1
Things not Written in Text: Exploring Spatial Commonsense from Visual SignalsCode1
InsetGAN for Full-Body Image GenerationCode1
FlexIT: Towards Flexible Semantic Image TranslationCode1
Exploring Dual-task Correlation for Pose Guided Person Image GenerationCode1
Pseudo-Stereo for Monocular 3D Object Detection in Autonomous DrivingCode1
Interactive Image Synthesis with Panoptic Layout GenerationCode1
PetsGAN: Rethinking Priors for Single Image GenerationCode1
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular ValuesCode1
CLIP-GEN: Language-Free Training of a Text-to-Image Generator with CLIPCode1
Generative Adversarial NetworksCode1
Local and Global GANs with Semantic-Aware Upsampling for Image GenerationCode1
Reconstruction of Perceived Images from fMRI Patterns and Semantic Brain Exploration using Instance-Conditioned GANsCode1
C2N: Practical Generative Noise Modeling for Real-World DenoisingCode1
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-EncodersCode1
Stay Positive: Non-Negative Image Synthesis for Augmented RealityCode1
FedMed-ATL: Misaligned Unpaired Brain Image Synthesis via Affine Transform LossCode1
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
On Evaluation Metrics for Graph Generative ModelsCode1
FedMed-GAN: Federated Domain Translation on Unsupervised Cross-Modality Brain Image SynthesisCode1
GAN-based Matrix Factorization for Recommender SystemsCode1
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?Code1
ERNIE-ViLG: Unified Generative Pre-training for Bidirectional Vision-Language GenerationCode1
Multimodal Image Synthesis and Editing: The Generative AI EraCode1
StyleSDF: High-Resolution 3D-Consistent Image and Geometry GenerationCode1
StyleSwin: Transformer-based GAN for High-resolution Image GenerationCode1
3D-aware Image Synthesis via Learning Structural and Textural RepresentationsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3Unverified
2ADMFID11.84Unverified
3BigGAN-deepFID8.1Unverified
4Polarity-BigGANFID6.82Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59Unverified
6MaskGITFID6.18Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2Unverified
8CDMFID4.88Unverified
9ADM-GFID4.59Unverified
10RINFID4.51Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2Unverified
2RESFLOWFID48.29Unverified
3Residual FlowFID46.37Unverified
4GLF+perceptual loss (ours)FID44.6Unverified
5ProdPoly no activation functionsFID40.45Unverified
6ProdPoly no activation functionsFID36.77Unverified
7ACGANFID35.47Unverified
8DenseFlow-74-10FID34.9Unverified
9NVAE w/ flowFID32.53Unverified
10QSNGANFID31.97Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87Unverified
2GLIDE + CLIPFID30.46Unverified
3GLIDE + CLS-FREEFID29.22Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18Unverified
5PGMGANFID21.73Unverified
6CLR-GANFID20.27Unverified
7FMFID14.45Unverified
8CT (Direct Generation, NFE=1)FID13Unverified
9CT (Direct Generation, NFE=2)FID11.1Unverified
10GLIDE +CLSKID7.95Unverified