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 48014850 of 6689 papers

TitleStatusHype
Semantic-shape Adaptive Feature Modulation for Semantic Image SynthesisCode1
Dressing in the Wild by Watching Dance Videos0
StyleT2I: Toward Compositional and High-Fidelity Text-to-Image SynthesisCode1
AnyFace: Free-style Text-to-Face Synthesis and Manipulation0
TL-GAN: Improving Traffic Light Recognition via Data Synthesis for Autonomous Driving0
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
Spatially Multi-conditional Image Generation0
Robust deep learning for eye fundus images: Bridging real and synthetic data for enhancing generalizationCode0
Efficient-VDVAE: Less is moreCode1
BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech SynthesisCode2
Bi-level Doubly Variational Learning for Energy-based Latent Variable Models0
A DNN Optimizer that Improves over AdaBelief by Suppression of the Adaptive Stepsize RangeCode0
Make-A-Scene: Scene-Based Text-to-Image Generation with Human PriorsCode2
WuDaoMM: A large-scale Multi-Modal Dataset for Pre-training models0
Generating natural images with direct Patch Distributions MatchingCode1
Cross-View Panorama Image SynthesisCode1
Underwater Light Field Retention : Neural Rendering for Underwater ImagingCode1
Review of Disentanglement Approaches for Medical Applications -- Towards Solving the Gordian Knot of Generative Models in Healthcare0
Towards Device Efficient Conditional Image Generation0
Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?Code1
Beyond a Video Frame Interpolator: A Space Decoupled Learning Approach to Continuous Image TransitionCode1
Modulated Contrast for Versatile Image SynthesisCode1
DU-VLG: Unifying Vision-and-Language Generation via Dual Sequence-to-Sequence Pre-training0
deepNIR: Datasets for generating synthetic NIR images and improved fruit detection system using deep learning techniques0
Image Super-Resolution With Deep Variational Autoencoders0
Diffusion Probabilistic Modeling for Video GenerationCode1
Attribute Group Editing for Reliable Few-shot Image GenerationCode1
Fantastic Style Channels and Where to Find Them: A Submodular Framework for Discovering Diverse Directions in GANs0
APRNet: Attention-based Pixel-wise Rendering Network for Photo-Realistic Text Image Generation0
Things not Written in Text: Exploring Spatial Commonsense from Visual SignalsCode1
InsetGAN for Full-Body Image GenerationCode1
3D-GIF: 3D-Controllable Object Generation via Implicit Factorized Representations0
Medical Image Segmentation on MRI Images with Missing Modalities: A Review0
Human Silhouette and Skeleton Video Synthesis through Wi-Fi signals0
FlexIT: Towards Flexible Semantic Image TranslationCode1
KPE: Keypoint Pose Encoding for Transformer-based Image GenerationCode0
Dynamic Dual-Output Diffusion Models0
Unsupervised Image Registration Towards Enhancing Performance and Explainability in Cardiac And Brain Image Analysis0
Signature and Log-signature for the Study of Empirical Distributions Generated with GANsCode0
Depth-SIMS: Semi-Parametric Image and Depth Synthesis0
Exploring Dual-task Correlation for Pose Guided Person Image GenerationCode1
DrawingInStyles: Portrait Image Generation and Editing with Spatially Conditioned StyleGAN0
Pseudo-Stereo for Monocular 3D Object Detection in Autonomous DrivingCode1
Interactive Image Synthesis with Panoptic Layout GenerationCode1
Detecting High-Quality GAN-Generated Face Images using Neural Networks0
Autoregressive Image Generation using Residual QuantizationCode3
Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular ValuesCode1
PetsGAN: Rethinking Priors for Single Image GenerationCode1
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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