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 150 of 286 papers

TitleStatusHype
MaskSketch: Unpaired Structure-guided Masked Image GenerationCode7
Less-to-More Generalization: Unlocking More Controllability by In-Context GenerationCode5
OminiControl2: Efficient Conditioning for Diffusion TransformersCode5
EMMA: Your Text-to-Image Diffusion Model Can Secretly Accept Multi-Modal PromptsCode5
Autoregressive Model Beats Diffusion: Llama for Scalable Image GenerationCode5
Fine-Tuning Image-Conditional Diffusion Models is Easier than You ThinkCode4
AnimateLCM: Computation-Efficient Personalized Style Video Generation without Personalized Video DataCode4
Normalizing Flows are Capable Generative ModelsCode3
PixelFlow: Pixel-Space Generative Models with FlowCode3
CtrLoRA: An Extensible and Efficient Framework for Controllable Image GenerationCode3
All are Worth Words: A ViT Backbone for Diffusion ModelsCode3
Autoregressive Image Generation using Residual QuantizationCode3
Hierarchical Text-Conditional Image Generation with CLIP LatentsCode3
DICEPTION: A Generalist Diffusion Model for Visual Perceptual TasksCode3
Scaling Diffusion Transformers to 16 Billion ParametersCode3
Diffusion Models without Classifier-free GuidanceCode2
Diffusion Models Beat GANs on Image SynthesisCode2
Adversarial Score identity Distillation: Rapidly Surpassing the Teacher in One StepCode2
BiGR: Harnessing Binary Latent Codes for Image Generation and Improved Visual Representation CapabilitiesCode2
Simple diffusion: End-to-end diffusion for high resolution imagesCode2
Return of Unconditional Generation: A Self-supervised Representation Generation MethodCode2
Training Generative Adversarial Networks with Limited DataCode2
A Novel Sampling Scheme for Text- and Image-Conditional Image Synthesis in Quantized Latent SpacesCode2
Conditional GANs with Auxiliary Discriminative ClassifierCode2
Stabilize the Latent Space for Image Autoregressive Modeling: A Unified PerspectiveCode2
Scalable Diffusion Models with State Space BackboneCode2
The ArtBench Dataset: Benchmarking Generative Models with ArtworksCode2
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
MaskBit: Embedding-free Image Generation via Bit TokensCode2
Medical Vision Generalist: Unifying Medical Imaging Tasks in ContextCode2
HumanRefiner: Benchmarking Abnormal Human Generation and Refining with Coarse-to-fine Pose-Reversible GuidanceCode2
Autoregressive Image Generation with Randomized Parallel DecodingCode2
A Unified Agentic Framework for Evaluating Conditional Image GenerationCode1
A U-Net Based Discriminator for Generative Adversarial NetworksCode1
Frido: Feature Pyramid Diffusion for Complex Scene Image SynthesisCode1
Analyzing and Improving the Image Quality of StyleGANCode1
Attentive Normalization for Conditional Image GenerationCode1
Forward-only Diffusion Probabilistic ModelsCode1
DiffBlender: Scalable and Composable Multimodal Text-to-Image Diffusion ModelsCode1
Denoising Likelihood Score Matching for Conditional Score-based Data GenerationCode1
Foreground-Background Separation through Concept Distillation from Generative Image Foundation ModelsCode1
Frame Interpolation with Consecutive Brownian Bridge DiffusionCode1
GANimation: Anatomically-aware Facial Animation from a Single ImageCode1
ChatHouseDiffusion: Prompt-Guided Generation and Editing of Floor PlansCode1
Feature Quantization Improves GAN TrainingCode1
FineDiffusion: Scaling up Diffusion Models for Fine-grained Image Generation with 10,000 ClassesCode1
D2C: Diffusion-Decoding Models for Few-Shot Conditional GenerationCode1
Controlling Style and Semantics in Weakly-Supervised Image GenerationCode1
Adaptive Weighted Discriminator for Training Generative Adversarial NetworksCode1
Encoding in Style: a StyleGAN Encoder for Image-to-Image TranslationCode1
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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