SOTAVerified

Conditional Image Generation

Conditional image generation is the task of generating new images from a dataset conditional on their class.

( Image credit: PixelCNN++ )

Papers

Showing 251286 of 286 papers

TitleStatusHype
Generating Multiple Objects at Spatially Distinct LocationsCode0
Shape-conditioned Image Generation by Learning Latent Appearance Representation from Unpaired Data0
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and DiscoveryCode0
Class-Distinct and Class-Mutual Image Generation with GANsCode0
Large Scale GAN Training for High Fidelity Natural Image SynthesisCode1
Mapping Instructions to Actions in 3D Environments with Visual Goal PredictionCode0
Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out CodesCode0
GANimation: Anatomically-aware Facial Animation from a Single ImageCode1
Unsupervised Learning of Object Landmarks through Conditional Image GenerationCode0
The Neural Painter: Multi-Turn Image Generation0
Robust Conditional Generative Adversarial NetworksCode0
Self-Attention Generative Adversarial NetworksCode1
Text to Image Synthesis Using Generative Adversarial Networks0
A Variational U-Net for Conditional Appearance and Shape GenerationCode0
Image Generation and Translation with Disentangled Representations0
BRUNO: A Deep Recurrent Model for Exchangeable DataCode0
cGANs with Projection DiscriminatorCode0
Semi-supervised FusedGAN for Conditional Image Generation0
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANsCode1
Class-Splitting Generative Adversarial NetworksCode0
Improved ArtGAN for Conditional Synthesis of Natural Image and ArtworkCode0
GeneGAN: Learning Object Transfiguration and Attribute Subspace from Unpaired DataCode0
Improved Training of Wasserstein GANsCode1
GP-GAN: Towards Realistic High-Resolution Image BlendingCode0
Parallel Multiscale Autoregressive Density Estimation0
ArtGAN: Artwork Synthesis with Conditional Categorical GANsCode0
Stacked Generative Adversarial NetworksCode0
Invertible Conditional GANs for image editingCode0
Learning to Draw Samples: With Application to Amortized MLE for Generative Adversarial LearningCode0
Conditional Image Synthesis With Auxiliary Classifier GANsCode1
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation0
Conditional Image Generation with PixelCNN DecodersCode0
Improved Techniques for Training GANsCode1
Pixel-Level Domain TransferCode0
Attribute2Image: Conditional Image Generation from Visual AttributesCode0
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial NetworksCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Projection DiscriminatorFID17.5Unverified
2BigGANFID14.73Unverified
3CR-BigGANFID11.67Unverified
4ContraGANFID10.3Unverified
5NDAFID9.42Unverified
6Splitting GANInception score8.87Unverified
7WGAN-GPInception score8.67Unverified
8SGANInception score8.59Unverified
9AC-GANInception score8.25Unverified
10Improved GANInception score8.09Unverified
#ModelMetricClaimedVerifiedStatus
1AC-GANInception score28.5Unverified
2Projection DiscriminatorFID27.62Unverified
3SAGANFID18.65Unverified
4Your Local GANFID15.94Unverified
5HamGANFID14.8Unverified
6FQ-GANFID13.77Unverified
7BigGAN + instance selectionFID9.61Unverified
8IC-GAN + DAFID9.5Unverified
9Omni-GANFID8.3Unverified
10ReACGANFID8.21Unverified
#ModelMetricClaimedVerifiedStatus
1Projected GANFID11.84Unverified
2BigGAN + CRFID4.65Unverified
3StyleGAN2FID4.49Unverified
4BigGAN + DiffAugFID4.06Unverified
5ReACGAN + DiffAugFID3.18Unverified
6StyleGAN2 + ADAFID2.63Unverified
#ModelMetricClaimedVerifiedStatus
1MHingeGANFID17.3Unverified
2aw-BigGANFID10.23Unverified
3ADC-GANFID8.12Unverified
4TAC-GANFID7.22Unverified
5FQ-GANFID7.15Unverified
6DLSMFID3.86Unverified
#ModelMetricClaimedVerifiedStatus
1FQ-GANFID9.67Unverified
2SAGAN + instance selectionFID9.07Unverified
3IC-GAN + DAFID6.7Unverified
#ModelMetricClaimedVerifiedStatus
1BigGANFID16.37Unverified
2U-Net GANFID13.73Unverified
#ModelMetricClaimedVerifiedStatus
1BigGAN+ [Brock et al.] (chx96)FID8.1Unverified
2DiGITFID3.39Unverified
#ModelMetricClaimedVerifiedStatus
1SCDMFID17.4Unverified
#ModelMetricClaimedVerifiedStatus
1BigGAN + gSRFID12.03Unverified
#ModelMetricClaimedVerifiedStatus
1StyleGAN2 + NoisyTwinsFID21.29Unverified
#ModelMetricClaimedVerifiedStatus
1ADC-GANFID19.02Unverified