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 6451–6500 of 6689 papers

TitleStatusHype
Dist-GAN: An Improved GAN using Distance ConstraintsCode0
BSD-GAN: Branched Generative Adversarial Network for Scale-Disentangled Representation Learning and Image SynthesisCode0
VGAN-Based Image Representation Learning for Privacy-Preserving Facial Expression Recognition—0
Line Artist: A Multiple Style Sketch to Painting Synthesis Scheme—0
Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size—0
Improving GANs Using Optimal TransportCode0
An Introduction to Image Synthesis with Generative Adversarial Nets—0
Medical Image Synthesis with Deep Convolutional Adversarial NetworksCode0
Cross-View Image Synthesis using Conditional GANsCode1
High-Dynamic-Range Imaging for Cloud SegmentationCode0
Gotta Adapt 'Em All: Joint Pixel and Feature-Level Domain Adaptation for Recognition in the WildCode0
Translating and Segmenting Multimodal Medical Volumes with Cycle- and Shape-Consistency Generative Adversarial Network—0
Photographic Text-to-Image Synthesis with a Hierarchically-nested Adversarial NetworkCode0
Constrained Image Generation Using Binarized Neural Networks with Decision Procedures—0
Interactive Image Manipulation with Natural Language Instruction Commands—0
ChatPainter: Improving Text to Image Generation using Dialogue—0
MagnifyMe: Aiding Cross Resolution Face Recognition via Identity Aware Synthesis—0
Load Balanced GANs for Multi-view Face Image Synthesis—0
Conditional Adversarial Synthesis of 3D Facial Action Units—0
BRUNO: A Deep Recurrent Model for Exchangeable DataCode0
Spectral Normalization for Generative Adversarial NetworksCode0
cGANs with Projection DiscriminatorCode0
Image Transformer—0
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations—0
First Order Generative Adversarial NetworksCode0
Adversarial Audio SynthesisCode1
Combinets: Creativity via Recombination of Neural Networks—0
Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial NetworksCode0
No Modes left behind: Capturing the data distribution effectively using GANsCode0
Improved Training of Generative Adversarial Networks Using Representative Features—0
Deep Interactive EvolutionCode0
Three Dimensional Fluorescence Microscopy Image Synthesis and Segmentation—0
Decoupled Learning for Conditional Adversarial NetworksCode0
Composite Functional Gradient Learning of Generative Adversarial ModelsCode0
Semi-supervised FusedGAN for Conditional Image Generation—0
Inferring Semantic Layout for Hierarchical Text-to-Image Synthesis—0
Instance Map based Image Synthesis with a Denoising Generative Adversarial Network—0
SketchyGAN: Towards Diverse and Realistic Sketch to Image SynthesisCode0
Generative Sensing: Transforming Unreliable Sensor Data for Reliable Recognition—0
Learning Implicit Brain MRI Manifolds with Deep Learning—0
Feature Map Variational Auto-Encoders—0
MaskGAN: Better Text Generation via Filling in the _______—0
Deformable GANs for Pose-based Human Image GenerationCode0
PixelSNAIL: An Improved Autoregressive Generative ModelCode1
On Using Backpropagation for Speech Texture Generation and Voice Conversion—0
On the Diversity of Realistic Image SynthesisCode0
Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground TruthCode0
Integral Equations and Machine Learning—0
Learning Compact Recurrent Neural Networks with Block-Term Tensor Decomposition—0
Unsupervised Histopathology Image Synthesis—0
Show:102550
← PrevPage 130 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