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
Spatially Constrained GAN for Face and Fashion SynthesisCode0
Normalized DiversificationCode0
Reference-based Variational Autoencoders0
High-Fidelity Image Generation With Fewer LabelsCode0
Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation0
A Layer-Based Sequential Framework for Scene Generation with GANsCode0
Virtual Conditional Generative Adversarial NetworksCode0
Learning Disentangled Representations with Reference-Based Variational Autoencoders0
Generating Multiple Objects at Spatially Distinct LocationsCode0
Shape-conditioned Image Generation by Learning Latent Appearance Representation from Unpaired Data0
Class-Distinct and Class-Mutual Image Generation with GANsCode0
FineGAN: Unsupervised Hierarchical Disentanglement for Fine-Grained Object Generation and DiscoveryCode0
Mapping Instructions to Actions in 3D Environments with Visual Goal PredictionCode0
Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out CodesCode0
Unsupervised Learning of Object Landmarks through Conditional Image GenerationCode0
The Neural Painter: Multi-Turn Image Generation0
Robust Conditional Generative Adversarial NetworksCode0
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
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
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
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation0
Conditional Image Generation with PixelCNN DecodersCode0
Pixel-Level Domain TransferCode0
Attribute2Image: Conditional Image Generation from Visual AttributesCode0
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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