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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 151–200 of 286 papers

TitleStatusHype
Projected GANs Converge FasterCode1
Rebooting ACGAN: Auxiliary Classifier GANs with Stable TrainingCode0
Multi-attribute Pizza Generator: Cross-domain Attribute Control with Conditional StyleGANCode0
Flow Plugin Network for conditional generationCode0
ClimateGAN: Raising Climate Change Awareness by Generating Images of FloodsCode1
FooDI-ML: a large multi-language dataset of food, drinks and groceries images and descriptionsCode1
ST-DDPM: Explore Class Clustering for Conditional Diffusion Probabilistic Models—0
Generative Probabilistic Image Colorization—0
Weakly Supervised Keypoint Discovery—0
MSGDD-cGAN: Multi-Scale Gradients Dual Discriminator Conditional Generative Adversarial Network—0
Instance-Conditioned GANCode1
Is Attention Better Than Matrix Decomposition?Code1
Dual Projection Generative Adversarial Networks for Conditional Image GenerationCode0
CIGLI: Conditional Image Generation from Language & ImageCode0
Flying Guide Dog: Walkable Path Discovery for the Visually Impaired Utilizing Drones and Transformer-based Semantic SegmentationCode1
Conditional GANs with Auxiliary Discriminative ClassifierCode2
Establishing process-structure linkages using Generative Adversarial NetworksCode1
Grid Partitioned Attention: Efficient TransformerApproximation with Inductive Bias for High Resolution Detail GenerationCode0
On The Distribution of Penultimate Activations of Classification Networks—0
D2C: Diffusion-Denoising Models for Few-shot Conditional GenerationCode1
Diffusion Models Beat GANs on Image SynthesisCode2
Image Super-Resolution via Iterative RefinementCode1
CoPE: Conditional image generation using Polynomial ExpansionsCode0
Conditional Image Generation by Conditioning Variational Auto-EncodersCode1
Sandwich Batch Normalization: A Drop-In Replacement for Feature Distribution HeterogeneityCode1
Kanerva++: extending The Kanerva Machine with differentiable, locally block allocated latent memory—0
Efficient Conditional GAN Transfer with Knowledge Propagation across ClassesCode1
Negative Data AugmentationCode1
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
Adaptive Weighted Discriminator for Training Generative Adversarial NetworksCode1
MPG: A Multi-ingredient Pizza Image Generator with Conditional StyleGANsCode0
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
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
Text as Neural Operator: Image Manipulation by Text InstructionCode1
Encoding in Style: a StyleGAN Encoder for Image-to-Image TranslationCode1
Reconstructing the Noise Variance Manifold for Image Denoising—0
Instance Selection for GANsCode1
Controllable Image Synthesis via SegVAE—0
Lessons Learned from the Training of GANs on Artificial DatasetsCode1
ContraGAN: Contrastive Learning for Conditional Image GenerationCode0
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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