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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 151–200 of 286 papers

TitleStatusHype
DT2I: Dense Text-to-Image Generation from Region Descriptions—0
InfoCNF: An Efficient Conditional Continuous Normalizing Flow with Adaptive Solvers—0
DuDGAN: Improving Class-Conditional GANs via Dual-Diffusion—0
EBDM: Exemplar-guided Image Translation with Brownian-bridge Diffusion Models—0
EditAR: Unified Conditional Generation with Autoregressive Models—0
Retinex-Diffusion: On Controlling Illumination Conditions in Diffusion Models via Retinex Theory—0
Efficient Flow Matching using Latent Variables—0
Efficient Generative Modeling with Residual Vector Quantization-Based Tokens—0
Efficient Multi-Instance Generation with Janus-Pro-Dirven Prompt Parsing—0
InfoCNF: Efficient Conditional Continuous Normalizing Flow Using Adaptive Solvers—0
Attack Deterministic Conditional Image Generative Models for Diverse and Controllable Generation—0
VistaDepth: Frequency Modulation With Bias Reweighting For Enhanced Long-Range Depth Estimation—0
Diffusion Model Compression for Image-to-Image Translation—0
A survey on knowledge-enhanced multimodal learning—0
Watermark-embedded Adversarial Examples for Copyright Protection against Diffusion Models—0
IR-GAN: Image Manipulation with Linguistic Instruction by Increment Reasoning—0
Weakly Supervised Keypoint Discovery—0
Kanerva++: extending The Kanerva Machine with differentiable, locally block allocated latent memory—0
Text to Image Synthesis Using Generative Adversarial Networks—0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation—0
Learning Disentangled Representations with Reference-Based Variational Autoencoders—0
The Neural Painter: Multi-Turn Image Generation—0
Semi-supervised FusedGAN for Conditional Image Generation—0
Lesion Conditional Image Generation for Improved Segmentation of Intracranial Hemorrhage from CT Images—0
Shape-conditioned Image Generation by Learning Latent Appearance Representation from Unpaired Data—0
ArcGAN: Generative Adversarial Networks for 3D Architectural Image Generation—0
Lifelong GAN: Continual Learning for Conditional Image Generation—0
From Bird's-Eye to Street View: Crafting Diverse and Condition-Aligned Images with Latent Diffusion Model—0
Manifold Preserving Guided Diffusion—0
G2PDiffusion: Genotype-to-Phenotype Prediction with Diffusion Models—0
An Ordinary Differential Equation Sampler with Stochastic Start for Diffusion Bridge Models—0
AniMer: Animal Pose and Shape Estimation Using Family Aware Transformer—0
AniFaceDrawing: Anime Portrait Exploration during Your Sketching—0
Adaptively Controllable Diffusion Model for Efficient Conditional Image Generation—0
Membership Attacks on Conditional Generative Models Using Image Difficulty—0
Toward a Diffusion-Based Generalist for Dense Vision Tasks—0
MISC: Multi-Condition Injection and Spatially-Adaptive Compositing for Conditional Person Image Synthesis—0
Improving Vector-Quantized Image Modeling with Latent Consistency-Matching Diffusion—0
Soft Curriculum for Learning Conditional GANs with Noisy-Labeled and Uncurated Unlabeled Data—0
Scalable, Tokenization-Free Diffusion Model Architectures with Efficient Initial Convolution and Fixed-Size Reusable Structures for On-Device Image Generation—0
MSGDD-cGAN: Multi-Scale Gradients Dual Discriminator Conditional Generative Adversarial Network—0
Generating High-Resolution Fashion Model Images Wearing Custom Outfits—0
MVP: Multivariate polynomials for conditional generation—0
cGANs with Conditional Convolution Layer—0
A Hybrid Wavelet-Fourier Method for Next-Generation Conditional Diffusion Models—0
Generative Probabilistic Image Colorization—0
NoiseCtrl: A Sampling-Algorithm-Agnostic Conditional Generation Method for Diffusion Models—0
TreeGAN: Incorporating Class Hierarchy into Image Generation—0
Generative Zoo—0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation—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