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 201225 of 286 papers

TitleStatusHype
Deep Polynomial Neural NetworksCode1
Training Generative Adversarial Networks with Limited DataCode2
GANs in computer vision ebookCode1
Reposing Humans by Warping 3D FeaturesCode1
MISC: Multi-Condition Injection and Spatially-Adaptive Compositing for Conditional Person Image Synthesis0
Conditional Image Generation and Manipulation for User-Specified ContentCode1
Evaluation Metrics for Conditional Image Generation0
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
Lesion Conditional Image Generation for Improved Segmentation of Intracranial Hemorrhage from CT Images0
BigGAN-based Bayesian reconstruction of natural images from human brain activity0
A U-Net Based Discriminator for Generative Adversarial NetworksCode1
When Relation Networks meet GANs: Relation GANs with Triplet LossCode0
Reconstructing the Noise Manifold for Image Denoising0
OneGAN: Simultaneous Unsupervised Learning of Conditional Image Generation, Foreground Segmentation, and Fine-Grained Clustering0
Image Outpainting and Harmonization using Generative Adversarial NetworksCode1
Triple Generative Adversarial NetworksCode0
InfoCNF: An Efficient Conditional Continuous Normalizing Flow with Adaptive Solvers0
cGANs with Multi-Hinge LossCode0
cFineGAN: Unsupervised multi-conditional fine-grained image generation0
Controlling Style and Semantics in Weakly-Supervised Image GenerationCode1
Analyzing and Improving the Image Quality of StyleGANCode1
LOGAN: Latent Optimisation for Generative Adversarial NetworksCode0
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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