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 251–286 of 286 papers

TitleStatusHype
Spatially Constrained GAN for Face and Fashion SynthesisCode0
Normalized DiversificationCode0
Reference-based Variational Autoencoders—0
High-Fidelity Image Generation With Fewer Labels—0
Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation—0
A Layer-Based Sequential Framework for Scene Generation with GANsCode0
Virtual Conditional Generative Adversarial NetworksCode0
Learning Disentangled Representations with Reference-Based Variational Autoencoders—0
Generating Multiple Objects at Spatially Distinct LocationsCode0
Shape-conditioned Image Generation by Learning Latent Appearance Representation from Unpaired Data—0
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 Generation—0
Robust Conditional Generative Adversarial NetworksCode0
Text to Image Synthesis Using Generative Adversarial Networks—0
A Variational U-Net for Conditional Appearance and Shape GenerationCode0
Image Generation and Translation with Disentangled Representations—0
BRUNO: A Deep Recurrent Model for Exchangeable DataCode0
cGANs with Projection DiscriminatorCode0
Semi-supervised FusedGAN for Conditional Image Generation—0
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 Estimation—0
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 Manipulation—0
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 DiscriminatorFID17.5—Unverified
2BigGANFID14.73—Unverified
3CR-BigGANFID11.67—Unverified
4ContraGANFID10.3—Unverified
5NDAFID9.42—Unverified
6Splitting GANInception score8.87—Unverified
7WGAN-GPInception score8.67—Unverified
8SGANInception score8.59—Unverified
9AC-GANInception score8.25—Unverified
10Improved GANInception score8.09—Unverified
#ModelMetricClaimedVerifiedStatus
1AC-GANInception score28.5—Unverified
2Projection DiscriminatorFID27.62—Unverified
3SAGANFID18.65—Unverified
4Your Local GANFID15.94—Unverified
5HamGANFID14.8—Unverified
6FQ-GANFID13.77—Unverified
7BigGAN + instance selectionFID9.61—Unverified
8IC-GAN + DAFID9.5—Unverified
9Omni-GANFID8.3—Unverified
10ReACGANFID8.21—Unverified
#ModelMetricClaimedVerifiedStatus
1Projected GANFID11.84—Unverified
2BigGAN + CRFID4.65—Unverified
3StyleGAN2FID4.49—Unverified
4BigGAN + DiffAugFID4.06—Unverified
5ReACGAN + DiffAugFID3.18—Unverified
6StyleGAN2 + ADAFID2.63—Unverified
#ModelMetricClaimedVerifiedStatus
1MHingeGANFID17.3—Unverified
2aw-BigGANFID10.23—Unverified
3ADC-GANFID8.12—Unverified
4TAC-GANFID7.22—Unverified
5FQ-GANFID7.15—Unverified
6DLSMFID3.86—Unverified
#ModelMetricClaimedVerifiedStatus
1FQ-GANFID9.67—Unverified
2SAGAN + instance selectionFID9.07—Unverified
3IC-GAN + DAFID6.7—Unverified
#ModelMetricClaimedVerifiedStatus
1BigGANFID16.37—Unverified
2U-Net GANFID13.73—Unverified
#ModelMetricClaimedVerifiedStatus
1BigGAN+ [Brock et al.] (chx96)FID8.1—Unverified
2DiGITFID3.39—Unverified
#ModelMetricClaimedVerifiedStatus
1SCDMFID17.4—Unverified
#ModelMetricClaimedVerifiedStatus
1BigGAN + gSRFID12.03—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleGAN2 + NoisyTwinsFID21.29—Unverified
#ModelMetricClaimedVerifiedStatus
1ADC-GANFID19.02—Unverified