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 76100 of 286 papers

TitleStatusHype
Feature Quantization Improves GAN TrainingCode1
Benchmarking Counterfactual Image GenerationCode1
Controlling Style and Semantics in Weakly-Supervised Image GenerationCode1
Deep Polynomial Neural NetworksCode1
Forward-only Diffusion Probabilistic ModelsCode1
Denoising Likelihood Score Matching for Conditional Score-based Data GenerationCode1
FineDiffusion: Scaling up Diffusion Models for Fine-grained Image Generation with 10,000 ClassesCode1
GANimation: Anatomically-aware Facial Animation from a Single ImageCode1
DiffBlender: Scalable and Composable Multimodal Text-to-Image Diffusion ModelsCode1
FooDI-ML: a large multi-language dataset of food, drinks and groceries images and descriptionsCode1
Melanoma Detection using Adversarial Training and Deep Transfer LearningCode1
Transferring Unconditional to Conditional GANs with Hyper-ModulationCode1
Lessons Learned from the Training of GANs on Artificial DatasetsCode1
Entropy-driven Sampling and Training Scheme for Conditional Diffusion GenerationCode1
Foreground-Background Separation through Concept Distillation from Generative Image Foundation ModelsCode1
Particle Guidance: non-I.I.D. Diverse Sampling with Diffusion ModelsCode1
Elucidating The Design Space of Classifier-Guided Diffusion GenerationCode1
ChatHouseDiffusion: Prompt-Guided Generation and Editing of Floor PlansCode1
Making Convolutional Networks Shift-Invariant AgainCode1
Conditional Image Synthesis With Auxiliary Classifier GANsCode1
Encoding in Style: a StyleGAN Encoder for Image-to-Image TranslationCode1
Image Outpainting and Harmonization using Generative Adversarial NetworksCode1
Efficient Conditional GAN Transfer with Knowledge Propagation across ClassesCode1
Establishing process-structure linkages using Generative Adversarial NetworksCode1
MichiGAN: Multi-Input-Conditioned Hair Image Generation for Portrait EditingCode1
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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