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 201250 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
Twin Auxilary Classifiers GANCode0
Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative ModelsCode0
Semantic Bottleneck Scene GenerationCode0
MixNMatch: Multifactor Disentanglement and Encoding for Conditional Image GenerationCode0
Consistency Regularization for Generative Adversarial Networks0
TRB: A Novel Triplet Representation for Understanding 2D Human BodyCode0
RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image SynthesisCode0
InfoCNF: Efficient Conditional Continuous Normalizing Flow Using Adaptive Solvers0
Stochastic Conditional Generative Networks with Basis Decomposition0
TorchGAN: A Flexible Framework for GAN Training and EvaluationCode0
Flexible Conditional Image Generation of Missing Data with Learned Mental Maps0
Generating High-Resolution Fashion Model Images Wearing Custom Outfits0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation0
Lifelong GAN: Continual Learning for Conditional Image Generation0
Twin Auxiliary Classifiers GANCode0
cGANs with Conditional Convolution Layer0
Spatially Constrained GAN for Face and Fashion SynthesisCode0
Making Convolutional Networks Shift-Invariant AgainCode1
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
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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