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Conditional Image Generation

Conditional image generation is the task of generating new images from a dataset conditional on their class.

( Image credit: PixelCNN++ )

Papers

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Showing 201–250 of 286 papers

TitleStatusHype
ST-DDPM: Explore Class Clustering for Conditional Diffusion Probabilistic Models—0
Weakly Supervised Keypoint Discovery—0
MSGDD-cGAN: Multi-Scale Gradients Dual Discriminator Conditional Generative Adversarial Network—0
CIGLI: Conditional Image Generation from Language & ImageCode0
Dual Projection Generative Adversarial Networks for Conditional Image GenerationCode0
Grid Partitioned Attention: Efficient TransformerApproximation with Inductive Bias for High Resolution Detail GenerationCode0
On The Distribution of Penultimate Activations of Classification Networks—0
CoPE: Conditional image generation using Polynomial ExpansionsCode0
Kanerva++: extending The Kanerva Machine with differentiable, locally block allocated latent memory—0
Adversarial Text-to-Image Synthesis: A Review—0
ArrowGAN : Learning to Generate Videos by Learning Arrow of Time—0
Guiding GANs: How to control non-conditional pre-trained GANs for conditional image generation—0
Membership Attacks on Conditional Generative Models Using Image Difficulty—0
MVP: Multivariate polynomials for conditional generation—0
MPG: A Multi-ingredient Pizza Image Generator with Conditional StyleGANsCode0
Conditional Image Generation with One-Vs-All Classifier—0
TreeGAN: Incorporating Class Hierarchy into Image Generation—0
not-so-BigGAN: Generating High-Fidelity Images on Small Compute with Wavelet-based Super-Resolution—0
Causal Adversarial Network for Learning Conditional and Interventional Distributions—0
Reconstructing the Noise Variance Manifold for Image Denoising—0
Controllable Image Synthesis via SegVAE—0
ContraGAN: Contrastive Learning for Conditional Image GenerationCode0
MISC: Multi-Condition Injection and Spatially-Adaptive Compositing for Conditional Person Image Synthesis—0
Evaluation Metrics for Conditional Image Generation—0
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
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
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
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
Stochastic Conditional Generative Networks with Basis Decomposition—0
InfoCNF: Efficient Conditional Continuous Normalizing Flow Using Adaptive Solvers—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
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All datasetsCIFAR-10ImageNet 128x128ArtBench-10 (32x32)CIFAR-100ImageNet 64x64COCO-AnimalsImageNet 256x256CelebAMask-HQCIFAR-10 LTImageNet-LTTiny ImageNet

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