SOTAVerified

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 5551–5600 of 6689 papers

TitleStatusHype
MRI Reconstruction Using Deep Energy-Based ModelCode0
LAViTeR: Learning Aligned Visual and Textual Representations Assisted by Image and Caption GenerationCode0
Deep Learning Approach for Hyperspectral Image Demosaicking, Spectral Correction and High-resolution RGB Reconstruction—0
FA-GAN: Feature-Aware GAN for Text to Image Synthesis—0
Variable Augmented Network for Invertible Modality Synthesis-FusionCode0
StackGAN: Facial Image Generation Optimizations—0
Multi-Attributed and Structured Text-to-Face Synthesis—0
A Scaling Law for Synthetic-to-Real Transfer: How Much Is Your Pre-training Effective?Code0
Heredity-aware Child Face Image Generation with Latent Space Disentanglement—0
Realistic Image Synthesis with Configurable 3D Scene Layouts—0
Dual Projection Generative Adversarial Networks for Conditional Image GenerationCode0
CIGLI: Conditional Image Generation from Language & ImageCode0
Single Underwater Image Enhancement Using an Analysis-Synthesis Network—0
Zoom, Enhance! Measuring Surveillance GAN Up-sampling—0
Towards Photorealistic Colorization by Imagination—0
Towards Understanding the Generative Capability of Adversarially Robust Classifiers—0
Progressive and Selective Fusion Network for High Dynamic Range ImagingCode0
Deep Algorithm Unrolling for Biomedical Imaging—0
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation—0
Unconditional Scene Graph Generation—0
Learning to Rearrange Voxels in Binary Segmentation Masks for Smooth Manifold TriangulationCode0
Interpreting Generative Adversarial Networks for Interactive Image Generation—0
BIGRoC: Boosting Image Generation via a Robust ClassifierCode0
Combining Attention with Flow for Person Image Synthesis—0
Neural Scene Decoration from a Single PhotographCode0
Categorical EHR Imputation with Generative Adversarial Nets—0
Cycle-Consistent Inverse GAN for Text-to-Image Synthesis—0
Image Augmentation Using a Task Guided Generative Adversarial Network for Age Estimation on Brain MRICode0
Training face verification models from generated face identity data—0
CRD-CGAN: Category-Consistent and Relativistic Constraints for Diverse Text-to-Image Generation—0
Realistic Ultrasound Image Synthesis for Improved Classification of Liver Disease—0
DCL: Differential Contrastive Learning for Geometry-Aware Depth SynthesisCode0
Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot StudyCode0
RewriteNet: Reliable Scene Text Editing with Implicit Decomposition of Text Contents and StylesCode0
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging—0
Frequency-Supervised MR-to-CT Image SynthesisCode0
Autonomy 2.0: Why is self-driving always 5 years away?—0
DynaDog+T: A Parametric Animal Model for Synthetic Canine Image Generation—0
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translationCode0
Combiner: Full Attention Transformer with Sparse Computation CostCode0
Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form SolutionsCode0
Synthesizing Multi-Tracer PET Images for Alzheimer's Disease Patients using a 3D Unified Anatomy-aware Cyclic Adversarial NetworkCode0
Deep Image Synthesis from Intuitive User Input: A Review and Perspectives—0
Grid Partitioned Attention: Efficient TransformerApproximation with Inductive Bias for High Resolution Detail GenerationCode0
FBC-GAN: Diverse and Flexible Image Synthesis via Foreground-Background Composition—0
Towards Better Adversarial Synthesis of Human Images from Text—0
On The Distribution of Penultimate Activations of Classification Networks—0
A Survey on Adversarial Image Synthesis—0
SDL: New data generation tools for full-level annotated document layoutCode0
Are conditional GANs explicitly conditional?—0
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All datasetsImageNet 256x256CIFAR-10ImageNet 64x64ImageNet 512x512FFHQ 256 x 256CelebA 64x64ImageNet 32x32LSUN Bedroom 256 x 256STL-10LSUN Churches 256 x 256ImageNet 128x128FFHQ 1024 x 1024

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3—Unverified
2ADMFID11.84—Unverified
3BigGAN-deepFID8.1—Unverified
4Polarity-BigGANFID6.82—Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59—Unverified
6MaskGITFID6.18—Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2—Unverified
8CDMFID4.88—Unverified
9ADM-GFID4.59—Unverified
10RINFID4.51—Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2—Unverified
2RESFLOWFID48.29—Unverified
3Residual FlowFID46.37—Unverified
4GLF+perceptual loss (ours)FID44.6—Unverified
5ProdPoly no activation functionsFID40.45—Unverified
6ProdPoly no activation functionsFID36.77—Unverified
7ACGANFID35.47—Unverified
8DenseFlow-74-10FID34.9—Unverified
9NVAE w/ flowFID32.53—Unverified
10QSNGANFID31.97—Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87—Unverified
2GLIDE + CLIPFID30.46—Unverified
3GLIDE + CLS-FREEFID29.22—Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18—Unverified
5PGMGANFID21.73—Unverified
6CLR-GANFID20.27—Unverified
7FMFID14.45—Unverified
8CT (Direct Generation, NFE=1)FID13—Unverified
9CT (Direct Generation, NFE=2)FID11.1—Unverified
10GLIDE +CLSKID7.95—Unverified