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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 1–50 of 286 papers

TitleStatusHype
Noise Conditional Variational Score DistillationCode1
Forward-only Diffusion Probabilistic ModelsCode1
Context-Aware Autoregressive Models for Multi-Conditional Image Generation—0
Efficient Flow Matching using Latent Variables—0
VistaDepth: Frequency Modulation With Bias Reweighting For Enhanced Long-Range Depth Estimation—0
PRISM: A Unified Framework for Photorealistic Reconstruction and Intrinsic Scene Modeling—0
PixelFlow: Pixel-Space Generative Models with FlowCode3
A Unified Agentic Framework for Evaluating Conditional Image GenerationCode1
A Hybrid Wavelet-Fourier Method for Next-Generation Conditional Diffusion Models—0
Less-to-More Generalization: Unlocking More Controllability by In-Context GenerationCode5
Efficient Multi-Instance Generation with Janus-Pro-Dirven Prompt Parsing—0
D2C: Unlocking the Potential of Continuous Autoregressive Image Generation with Discrete Tokens—0
Di[M]O: Distilling Masked Diffusion Models into One-step Generator—0
DiffAD: A Unified Diffusion Modeling Approach for Autonomous Driving—0
Autoregressive Image Generation with Randomized Parallel DecodingCode2
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets—0
OminiControl2: Efficient Conditioning for Diffusion TransformersCode5
DICEPTION: A Generalist Diffusion Model for Visual Perceptual TasksCode3
DC-ControlNet: Decoupling Inter- and Intra-Element Conditions in Image Generation with Diffusion Models—0
Diffusion Models without Classifier-free GuidanceCode2
Outsourced diffusion sampling: Efficient posterior inference in latent spaces of generative models—0
G2PDiffusion: Genotype-to-Phenotype Prediction with Diffusion Models—0
Augmented Conditioning Is Enough For Effective Training Image Generation—0
Poisson Flow Joint Model for Multiphase contrast-enhanced CT—0
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
EditAR: Unified Conditional Generation with Autoregressive Models—0
GLASS: Guided Latent Slot Diffusion for Object-Centric Learning—0
NoiseCtrl: A Sampling-Algorithm-Agnostic Conditional Generation Method for Diffusion Models—0
An Ordinary Differential Equation Sampler with Stochastic Start for Diffusion Bridge Models—0
Self-control: A Better Conditional Mechanism for Masked Autoregressive Model—0
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens—0
Generative Zoo—0
Normalizing Flows are Capable Generative ModelsCode3
IQA-Adapter: Exploring Knowledge Transfer from Image Quality Assessment to Diffusion-based Generative ModelsCode1
AniMer: Animal Pose and Shape Estimation Using Family Aware Transformer—0
High-Resolution Image Synthesis via Next-Token Prediction—0
Adaptively Controllable Diffusion Model for Efficient Conditional Image Generation—0
Constant Rate Schedule: Constant-Rate Distributional Change for Efficient Training and Sampling in Diffusion Models—0
Scalable, Tokenization-Free Diffusion Model Architectures with Efficient Initial Convolution and Fixed-Size Reusable Structures for On-Device Image Generation—0
AsCAN: Asymmetric Convolution-Attention Networks for Efficient Recognition and Generation—0
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One StepCode2
Improving Vector-Quantized Image Modeling with Latent Consistency-Matching Diffusion—0
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation CapabilitiesCode2
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified PerspectiveCode2
ChatHouseDiffusion: Prompt-Guided Generation and Editing of Floor PlansCode1
Ctrl-U: Robust Conditional Image Generation via Uncertainty-aware Reward Modeling—0
EBDM: Exemplar-guided Image Translation with Brownian-bridge Diffusion Models—0
CtrLoRA: An Extensible and Efficient Framework for Controllable Image GenerationCode3
MaskBit: Embedding-free Image Generation via Bit TokensCode2
Fine-Tuning Image-Conditional Diffusion Models is Easier than You ThinkCode4
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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