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
Generating Multiple Objects at Spatially Distinct LocationsCode0
Shape-conditioned Image Generation by Learning Latent Appearance Representation from Unpaired Data—0
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 Generation—0
Robust Conditional Generative Adversarial NetworksCode0
Self-Attention Generative Adversarial NetworksCode1
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
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 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
Conditional Image Synthesis With Auxiliary Classifier GANsCode1
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation—0
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 DiscriminatorFID17.5—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