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 76100 of 286 papers

TitleStatusHype
Efficient Conditional GAN Transfer with Knowledge Propagation across ClassesCode1
Negative Data AugmentationCode1
Adaptive Weighted Discriminator for Training Generative Adversarial NetworksCode1
Omni-GAN: On the Secrets of cGANs and BeyondCode1
MichiGAN: Multi-Input-Conditioned Hair Image Generation for Portrait EditingCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
TinyGAN: Distilling BigGAN for Conditional Image GenerationCode1
Text as Neural Operator: Image Manipulation by Text InstructionCode1
Encoding in Style: a StyleGAN Encoder for Image-to-Image TranslationCode1
Instance Selection for GANsCode1
Lessons Learned from the Training of GANs on Artificial DatasetsCode1
Deep Polynomial Neural NetworksCode1
GANs in computer vision ebookCode1
Reposing Humans by Warping 3D FeaturesCode1
Conditional Image Generation and Manipulation for User-Specified ContentCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
Attentive Normalization for Conditional Image GenerationCode1
Feature Quantization Improves GAN TrainingCode1
Generative Latent Implicit Conditional Optimization when Learning from Small SampleCode1
A U-Net Based Discriminator for Generative Adversarial NetworksCode1
Image Outpainting and Harmonization using Generative Adversarial NetworksCode1
Controlling Style and Semantics in Weakly-Supervised Image GenerationCode1
Analyzing and Improving the Image Quality of StyleGANCode1
Making Convolutional Networks Shift-Invariant AgainCode1
Large Scale GAN Training for High Fidelity Natural Image SynthesisCode1
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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