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 201–250 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 Synthesis—0
Conditional Image Generation and Manipulation for User-Specified ContentCode1
Evaluation Metrics for Conditional Image Generation—0
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 Images—0
BigGAN-based Bayesian reconstruction of natural images from human brain activity—0
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 Denoising—0
OneGAN: Simultaneous Unsupervised Learning of Conditional Image Generation, Foreground Segmentation, and Fine-Grained Clustering—0
Image Outpainting and Harmonization using Generative Adversarial NetworksCode1
Triple Generative Adversarial NetworksCode0
InfoCNF: An Efficient Conditional Continuous Normalizing Flow with Adaptive Solvers—0
cGANs with Multi-Hinge LossCode0
cFineGAN: Unsupervised multi-conditional fine-grained image generation—0
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 Networks—0
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 Solvers—0
Stochastic Conditional Generative Networks with Basis Decomposition—0
TorchGAN: A Flexible Framework for GAN Training and EvaluationCode0
Flexible Conditional Image Generation of Missing Data with Learned Mental Maps—0
Generating High-Resolution Fashion Model Images Wearing Custom Outfits—0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation—0
Lifelong GAN: Continual Learning for Conditional Image Generation—0
Twin Auxiliary Classifiers GANCode0
cGANs with Conditional Convolution Layer—0
Spatially Constrained GAN for Face and Fashion SynthesisCode0
Making Convolutional Networks Shift-Invariant AgainCode1
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
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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