Image Generation

Image Generation (synthesis) is the task of generating new images from an existing dataset.

Unconditional generation refers to generating samples unconditionally from the dataset, i.e. $p(y)$
Conditional image generation (subtask) refers to generating samples conditionally from the dataset, based on a label, i.e. $p(y|x)$.

In this section, you can find state-of-the-art leaderboards for unconditional generation. For conditional generation, and other types of image generations, refer to the subtasks.

( Image credit: StyleGAN )

Papers

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Showing 2601–2625 of 6689 papers

Title	Date	Tasks	Status	Score
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia	Mar 10, 2025	DiversityImage Generation	CodeCode Available	5
Fusion Embedding for Pose-Guided Person Image Synthesis with Diffusion Model	Dec 10, 2024	Image Generation	CodeCode Available	5
ManiTrans: Entity-Level Text-Guided Image Manipulation via Token-wise Semantic Alignment and Generation	Apr 9, 2022	Image GenerationImage Manipulation	CodeCode Available	5
Mapping Instructions to Actions in 3D Environments with Visual Goal Prediction	Sep 4, 2018	Action GenerationConditional Image Generation	CodeCode Available	5
GANetic Loss for Generative Adversarial Networks with a Focus on Medical Applications	Jun 7, 2024	Anomaly DetectionImage Generation	CodeCode Available	5
GAN-GA: A Generative Model based on Genetic Algorithm for Medical Image Generation	Dec 30, 2023	Data AugmentationDiversity	CodeCode Available	5
Functional Imaging Constrained Diffusion for Brain PET Synthesis from Structural MRI	May 3, 2024	Image Generation	CodeCode Available	5
A Multi-attribute Controllable Generative Model for Histopathology Image Synthesis	Nov 10, 2021	AttributeContrastive Learning	CodeCode Available	5
Cross-modal tumor segmentation using generative blending augmentation and self training	Apr 4, 2023	Data AugmentationImage Generation	CodeCode Available	5
fruit-SALAD: A Style Aligned Artwork Dataset to reveal similarity perception in image embeddings	Jun 3, 2024	Image Generation	CodeCode Available	5
From Trojan Horses to Castle Walls: Unveiling Bilateral Data Poisoning Effects in Diffusion Models	Nov 4, 2023	Backdoor Attackbackdoor defense	CodeCode Available	5
AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image Editing	Dec 13, 2023	Image GenerationText to Image Generation	CodeCode Available	5
Medical Image Synthesis with Deep Convolutional Adversarial Networks	Mar 9, 2018	Image Generation	CodeCode Available	5
MAGIC: Mask-Guided Image Synthesis by Inverting a Quasi-Robust Classifier	Sep 23, 2022	Image Generation	CodeCode Available	5
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models	Sep 8, 2023	DenoisingImage Generation	CodeCode Available	5
Cross-modal RAG: Sub-dimensional Retrieval-Augmented Text-to-Image Generation	May 28, 2025	Image GenerationLanguage Modeling	CodeCode Available	5
Magic 1-For-1: Generating One Minute Video Clips within One Minute	Feb 11, 2025	Image GenerationImage to Video Generation	CodeCode Available	5
MISFIT-V: Misaligned Image Synthesis and Fusion using Information from Thermal and Visual	Sep 22, 2023	Generative Adversarial NetworkImage Generation	CodeCode Available	5
LumiPath -- Towards Real-time Physically-based Rendering on Embedded Devices	Mar 9, 2019	Data VisualizationImage Generation	CodeCode Available	5
Avatar-Net: Multi-scale Zero-shot Style Transfer by Feature Decoration	May 10, 2018	Image GenerationImage Reconstruction	CodeCode Available	5
LR-GAN: Layered Recursive Generative Adversarial Networks for Image Generation	Mar 5, 2017	Image Generation	CodeCode Available	5
From Keypoints to Object Landmarks via Self-Training Correspondence: A novel approach to Unsupervised Landmark Discovery	May 31, 2022	Contrastive LearningImage Generation	CodeCode Available	5
Cross-Modality Fourier Feature for Medical Image Synthesis	Jul 10, 2023	Image Generation	CodeCode Available	5
Cross-Modality Brain Tumor Segmentation via Bidirectional Global-to-Local Unsupervised Domain Adaptation	May 17, 2021	Brain Tumor SegmentationDomain Adaptation	CodeCode Available	5
A Variational U-Net for Conditional Appearance and Shape Generation	Apr 12, 2018	Conditional Image GenerationImage Generation	CodeCode Available	5

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All datasets ImageNet 256x256 CIFAR-10 ImageNet 64x64 ImageNet 512x512 FFHQ 256 x 256 CelebA 64x64 ImageNet 32x32 LSUN Bedroom 256 x 256 STL-10 LSUN Churches 256 x 256 ImageNet 128x128 FFHQ 1024 x 1024

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Improved DDPM	FID	12.3	—	Unverified
2	ADM	FID	11.84	—	Unverified
3	BigGAN-deep	FID	8.1	—	Unverified
4	Polarity-BigGAN	FID	6.82	—	Unverified
5	VQGAN+Transformer (k=mixed, p=1.0, a=0.005)	FID	6.59	—	Unverified
6	MaskGIT	FID	6.18	—	Unverified
7	VQGAN+Transformer (k=600, p=1.0, a=0.05)	FID	5.2	—	Unverified
8	CDM	FID	4.88	—	Unverified
9	ADM-G	FID	4.59	—	Unverified
10	RIN	FID	4.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PresGAN	FID	52.2	—	Unverified
2	RESFLOW	FID	48.29	—	Unverified
3	Residual Flow	FID	46.37	—	Unverified
4	GLF+perceptual loss (ours)	FID	44.6	—	Unverified
5	ProdPoly no activation functions	FID	40.45	—	Unverified
6	ProdPoly no activation functions	FID	36.77	—	Unverified
7	ACGAN	FID	35.47	—	Unverified
8	DenseFlow-74-10	FID	34.9	—	Unverified
9	NVAE w/ flow	FID	32.53	—	Unverified
10	QSNGAN	FID	31.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLIDE + CLS	FID	30.87	—	Unverified
2	GLIDE + CLIP	FID	30.46	—	Unverified
3	GLIDE + CLS-FREE	FID	29.22	—	Unverified
4	GLIDE + CLIP + CLS + CLS-FREE	FID	29.18	—	Unverified
5	PGMGAN	FID	21.73	—	Unverified
6	CLR-GAN	FID	20.27	—	Unverified
7	FM	FID	14.45	—	Unverified
8	CT (Direct Generation, NFE=1)	FID	13	—	Unverified
9	CT (Direct Generation, NFE=2)	FID	11.1	—	Unverified
10	GLIDE +CLS	KID	7.95	—	Unverified