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

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Showing 251–286 of 286 papers

TitleStatusHype
Soft Curriculum for Learning Conditional GANs with Noisy-Labeled and Uncurated Unlabeled Data—0
Collage Diffusion—0
Generating High-Resolution Fashion Model Images Wearing Custom Outfits—0
Bespoke Non-Stationary Solvers for Fast Sampling of Diffusion and Flow Models—0
Generative Probabilistic Image Colorization—0
Generative Zoo—0
Zero-Shot Object Segmentation through Concept Distillation from Generative Image Foundation Models—0
Conditional Generative Data-free Knowledge Distillation—0
GLASS: Guided Latent Slot Diffusion for Object-Centric Learning—0
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training—0
Conditional Image Generation with One-Vs-All Classifier—0
Guided Flows for Generative Modeling and Decision Making—0
Guided Latent Slot Diffusion for Object-Centric Learning—0
Guiding GANs: How to control non-conditional pre-trained GANs for conditional image generation—0
Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation—0
Attack Deterministic Conditional Image Generative Models for Diverse and Controllable Generation—0
High-Fidelity Image Generation With Fewer Labels—0
Spatially Multi-conditional Image Generation—0
High-Resolution Image Synthesis via Next-Token Prediction—0
ArrowGAN : Learning to Generate Videos by Learning Arrow of Time—0
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets—0
Conditional Image Generation with Pretrained Generative Model—0
Image Generation and Translation with Disentangled Representations—0
ST-DDPM: Explore Class Clustering for Conditional Diffusion Probabilistic Models—0
Reconstructing the Noise Manifold for Image Denoising—0
Reconstructing the Noise Variance Manifold for Image Denoising—0
DuDGAN: Improving Class-Conditional GANs via Dual-Diffusion—0
Stochastic Conditional Generative Networks with Basis Decomposition—0
Structure-Guided Adversarial Training of Diffusion Models—0
SyncDiffusion: Coherent Montage via Synchronized Joint Diffusions—0
In-Context Translation: Towards Unifying Image Recognition, Processing, and Generation—0
InfoCNF: An Efficient Conditional Continuous Normalizing Flow with Adaptive Solvers—0
InfoCNF: Efficient Conditional Continuous Normalizing Flow Using Adaptive Solvers—0
VistaDepth: Frequency Modulation With Bias Reweighting For Enhanced Long-Range Depth Estimation—0
Diffusion Model Compression for Image-to-Image Translation—0
Condition-Aware Neural Network for Controlled Image Generation—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