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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 101–125 of 286 papers

TitleStatusHype
Image Super-Resolution via Iterative RefinementCode1
Elucidating The Design Space of Classifier-Guided Diffusion GenerationCode1
IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative ModelsCode1
Encoding in Style: a StyleGAN Encoder for Image-to-Image TranslationCode1
SparseGNV: Generating Novel Views of Indoor Scenes with Sparse Input ViewsCode1
Attentive Normalization for Conditional Image GenerationCode1
Entropy-driven Sampling and Training Scheme for Conditional Diffusion GenerationCode1
Conditional Image Generation with Pretrained Generative Model—0
Conditional Image Generation with One-Vs-All Classifier—0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation—0
An Analysis on Quantizing Diffusion Transformers—0
Conditional Generative Data-free Knowledge Distillation—0
Improving Training-free Conditional Diffusion Model via Fisher Information—0
Collage Diffusion—0
Augmented Conditioning Is Enough For Effective Training Image Generation—0
Exploring Intra-Class Variation Factors With Learnable Cluster Prompts for Semi-Supervised Image Synthesis—0
Evaluation Metrics for Conditional Image Generation—0
Flexible Conditional Image Generation of Missing Data with Learned Mental Maps—0
Cocktail: Mixing Multi-Modality Controls for Text-Conditional Image Generation—0
A survey on knowledge-enhanced multimodal learning—0
Harmonizing Maximum Likelihood with GANs for Multimodal Conditional Generation—0
Efficient Multi-Instance Generation with Janus-Pro-Dirven Prompt Parsing—0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation—0
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens—0
Efficient Flow Matching using Latent Variables—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