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 101150 of 286 papers

TitleStatusHype
Stochastic Conditional Diffusion Models for Robust Semantic Image SynthesisCode1
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANsCode1
Tell2Design: A Dataset for Language-Guided Floor Plan GenerationCode1
Text as Neural Operator: Image Manipulation by Text InstructionCode1
TinyGAN: Distilling BigGAN for Conditional Image GenerationCode1
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial NetworksCode1
VIEScore: Towards Explainable Metrics for Conditional Image Synthesis EvaluationCode1
Evaluation Metrics for Conditional Image Generation0
PRISM: A Unified Framework for Photorealistic Reconstruction and Intrinsic Scene Modeling0
Unified Multi-Modal Latent Diffusion for Joint Subject and Text Conditional Image Generation0
Cocktail: Mixing Multi-Modality Controls for Text-Conditional Image Generation0
Image Generation and Translation with Disentangled Representations0
Collage Diffusion0
Bespoke Non-Stationary Solvers for Fast Sampling of Diffusion and Flow Models0
Conditional Generative Data-free Knowledge Distillation0
Rebooting ACGAN: Auxiliary Classifier GANs with Stable Training0
Conditional Image Generation with One-Vs-All Classifier0
ST-DDPM: Explore Class Clustering for Conditional Diffusion Probabilistic Models0
Conditional Image Generation with Pretrained Generative Model0
Reconstructing the Noise Manifold for Image Denoising0
Reconstructing the Noise Variance Manifold for Image Denoising0
Exploring Intra-Class Variation Factors With Learnable Cluster Prompts for Semi-Supervised Image Synthesis0
Condition-Aware Neural Network for Controlled Image Generation0
Consistency Regularization for Generative Adversarial Networks0
Constant Rate Schedule: Constant-Rate Distributional Change for Efficient Training and Sampling in Diffusion Models0
Context-Aware Autoregressive Models for Multi-Conditional Image Generation0
ContraGAN: Contrastive Learning for Conditional Image Generation0
Controllable Image Synthesis via SegVAE0
Reference-based Variational Autoencoders0
Adversarial Text-to-Image Synthesis: A Review0
Self-control: A Better Conditional Mechanism for Masked Autoregressive Model0
Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling0
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion0
Unlocking Pre-trained Image Backbones for Semantic Image Synthesis0
D2C: Unlocking the Potential of Continuous Autoregressive Image Generation with Discrete Tokens0
DC-ControlNet: Decoupling Inter- and Intra-Element Conditions in Image Generation with Diffusion Models0
Representation learning with CGAN for casual inference0
DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation0
Stochastic Conditional Generative Networks with Basis Decomposition0
Auto-regressive Image Synthesis with Integrated Quantization0
DiffAD: A Unified Diffusion Modeling Approach for Autonomous Driving0
Rethinking the Objectives of Vector-Quantized Tokenizers for Image Synthesis0
Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model0
Augmented Conditioning Is Enough For Effective Training Image Generation0
Structure-Guided Adversarial Training of Diffusion Models0
Di[M]O: Distilling Masked Diffusion Models into One-step Generator0
Discrete Predictor-Corrector Diffusion Models for Image Synthesis0
SyncDiffusion: Coherent Montage via Synchronized Joint Diffusions0
In-Context Translation: Towards Unifying Image Recognition, Processing, and Generation0
Draft-and-Revise: Effective Image Generation with Contextual RQ-Transformer0
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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