Conditional Image Generation

Conditional image generation is the task of generating new images from a dataset conditional on their class.

( Image credit: PixelCNN++ )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 286 papers

Title	Date	Tasks	Status	Hype	Score
ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods	Oct 6, 2021	Conditional Image GenerationDomain Adaptation	CodeCode Available	1	5
CLIP-VQDiffusion : Langauge Free Training of Text To Image generation using CLIP and vector quantized diffusion model	Mar 22, 2024	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Analyzing and Improving the Image Quality of StyleGAN	Dec 3, 2019	AttributeConditional Image Generation	CodeCode Available	1	5
Flying Guide Dog: Walkable Path Discovery for the Visually Impaired Utilizing Drones and Transformer-based Semantic Segmentation	Aug 16, 2021	Conditional Image GenerationSegmentation	CodeCode Available	1	5
Feature Quantization Improves GAN Training	Apr 5, 2020	Conditional Image GenerationFace Generation	CodeCode Available	1	5
Image Super-Resolution via Iterative Refinement	Apr 15, 2021	Conditional Image GenerationDenoising	CodeCode Available	1	5
A U-Net Based Discriminator for Generative Adversarial Networks	Feb 28, 2020	Conditional Image GenerationData Augmentation	CodeCode Available	1	5
Conditional Image Generation and Manipulation for User-Specified Content	May 11, 2020	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Improving GANs for Long-Tailed Data through Group Spectral Regularization	Aug 21, 2022	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Frido: Feature Pyramid Diffusion for Complex Scene Image Synthesis	Aug 29, 2022	Conditional Image GenerationDenoising	CodeCode Available	1	5
Entropy-driven Sampling and Training Scheme for Conditional Diffusion Generation	Jun 23, 2022	Conditional Image GenerationDenoising	CodeCode Available	1	5
Conditional Image Generation with Score-Based Diffusion Models	Nov 26, 2021	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Establishing process-structure linkages using Generative Adversarial Networks	Jul 20, 2021	Conditional Image GenerationFeature Engineering	CodeCode Available	1	5
ImagenHub: Standardizing the evaluation of conditional image generation models	Oct 2, 2023	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation	Aug 3, 2020	Conditional Image GenerationFace Generation	CodeCode Available	1	5
FineDiffusion: Scaling up Diffusion Models for Fine-grained Image Generation with 10,000 Classes	Feb 28, 2024	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Image Outpainting and Harmonization using Generative Adversarial Networks	Dec 23, 2019	Conditional Image GenerationImage Outpainting	CodeCode Available	1	5
Instance-Conditioned GAN	Sep 10, 2021	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Efficient Conditional GAN Transfer with Knowledge Propagation across Classes	Feb 12, 2021	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Benchmarking Counterfactual Image Generation	Mar 29, 2024	BenchmarkingConditional Image Generation	CodeCode Available	1	5
Controlling Style and Semantics in Weakly-Supervised Image Generation	Dec 6, 2019	Conditional Image GenerationImage Generation	CodeCode Available	1	5
Elucidating The Design Space of Classifier-Guided Diffusion Generation	Oct 17, 2023	Conditional Image GenerationImage Generation	CodeCode Available	1	5
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs	Nov 30, 2017	Conditional Image GenerationFundus to Angiography Generation	CodeCode Available	1	5
Transferring Unconditional to Conditional GANs with Hyper-Modulation	Dec 4, 2021	Conditional Image GenerationContrastive Learning	CodeCode Available	1	5
Denoising Likelihood Score Matching for Conditional Score-based Data Generation	Mar 27, 2022	Conditional Image GenerationImage Generation	CodeCode Available	1	5

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All datasets CIFAR-10 ImageNet 128x128 ArtBench-10 (32x32)CIFAR-100 ImageNet 64x64 COCO-Animals ImageNet 256x256 CelebAMask-HQ CIFAR-10 LT ImageNet-LT Tiny ImageNet

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Projection Discriminator	FID	17.5	—	Unverified
2	BigGAN	FID	14.73	—	Unverified
3	CR-BigGAN	FID	11.67	—	Unverified
4	ContraGAN	FID	10.3	—	Unverified
5	NDA	FID	9.42	—	Unverified
6	Splitting GAN	Inception score	8.87	—	Unverified
7	WGAN-GP	Inception score	8.67	—	Unverified
8	SGAN	Inception score	8.59	—	Unverified
9	AC-GAN	Inception score	8.25	—	Unverified
10	Improved GAN	Inception score	8.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AC-GAN	Inception score	28.5	—	Unverified
2	Projection Discriminator	FID	27.62	—	Unverified
3	SAGAN	FID	18.65	—	Unverified
4	Your Local GAN	FID	15.94	—	Unverified
5	HamGAN	FID	14.8	—	Unverified
6	FQ-GAN	FID	13.77	—	Unverified
7	BigGAN + instance selection	FID	9.61	—	Unverified
8	IC-GAN + DA	FID	9.5	—	Unverified
9	Omni-GAN	FID	8.3	—	Unverified
10	ReACGAN	FID	8.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Projected GAN	FID	11.84	—	Unverified
2	BigGAN + CR	FID	4.65	—	Unverified
3	StyleGAN2	FID	4.49	—	Unverified
4	BigGAN + DiffAug	FID	4.06	—	Unverified
5	ReACGAN + DiffAug	FID	3.18	—	Unverified
6	StyleGAN2 + ADA	FID	2.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MHingeGAN	FID	17.3	—	Unverified
2	aw-BigGAN	FID	10.23	—	Unverified
3	ADC-GAN	FID	8.12	—	Unverified
4	TAC-GAN	FID	7.22	—	Unverified
5	FQ-GAN	FID	7.15	—	Unverified
6	DLSM	FID	3.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FQ-GAN	FID	9.67	—	Unverified
2	SAGAN + instance selection	FID	9.07	—	Unverified
3	IC-GAN + DA	FID	6.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BigGAN	FID	16.37	—	Unverified
2	U-Net GAN	FID	13.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BigGAN+ [Brock et al.] (chx96)	FID	8.1	—	Unverified
2	DiGIT	FID	3.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SCDM	FID	17.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BigGAN + gSR	FID	12.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StyleGAN2 + NoisyTwins	FID	21.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ADC-GAN	FID	19.02	—	Unverified