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 5701–5750 of 6689 papers

TitleStatusHype
Unified Generative Adversarial Networks for Controllable Image-to-Image TranslationCode0
Devil is in Details: Locality-Aware 3D Abdominal CT Volume Generation for Self-Supervised Organ SegmentationCode0
Subject-driven Text-to-Image Generation via Preference-based Reinforcement LearningCode0
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus LossCode0
TileGAN: Synthesis of Large-Scale Non-Homogeneous TexturesCode0
PasteGAN: A Semi-Parametric Method to Generate Image from Scene GraphCode0
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation DatasetsCode0
RELICT: A Replica Detection Framework for Medical Image GenerationCode0
Image Generation from Sketch Constraint Using Contextual GANCode0
Compensation Sampling for Improved Convergence in Diffusion ModelsCode0
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion ModelsCode0
Diffusion-driven GAN Inversion for Multi-Modal Face Image GenerationCode0
Image Generation Via Minimizing Fréchet Distance in Discriminator Feature SpaceCode0
Religious Bias Landscape in Language and Text-to-Image Models: Analysis, Detection, and Debiasing StrategiesCode0
ArchiGuesser -- AI Art Architecture Educational GameCode0
AI-Driven Cytomorphology Image Synthesis for Medical DiagnosticsCode0
Complex Image Generation SwinTransformer Network for Audio DenoisingCode0
AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image EditingCode0
Megapixel Image Generation with Step-Unrolled Denoising AutoencodersCode0
ERNIE-ViLG 2.0: Improving Text-to-Image Diffusion Model with Knowledge-Enhanced Mixture-of-Denoising-ExpertsCode0
Complexity Control Facilitates Reasoning-Based Compositional Generalization in TransformersCode0
DFU: scale-robust diffusion model for zero-shot super-resolution image generationCode0
Escaping from Collapsing Modes in a Constrained SpaceCode0
ComposeAnyone: Controllable Layout-to-Human Generation with Decoupled Multimodal ConditionsCode0
BLT: Balancing Long-Tailed Datasets with Adversarially-Perturbed ImagesCode0
Estimating Object Physical Properties from RGB-D Vision and Depth Robot Sensors Using Deep LearningCode0
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANsCode0
Image Inpainting via Tractable Steering of Diffusion ModelsCode0
What Do You Want? User-centric Prompt Generation for Text-to-image Synthesis via Multi-turn GuidanceCode0
Time Step Generating: A Universal Synthesized Deepfake Image DetectorCode0
Render for CNN: Viewpoint Estimation in Images Using CNNs Trained with Rendered 3D Model ViewsCode0
Image Processing Using Multi-Code GAN PriorCode0
Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot StudyCode0
Evaluating and Predicting Distorted Human Body Parts for Generated ImagesCode0
Patronus: Bringing Transparency to Diffusion Models with PrototypesCode0
CFCPalsy: Facial Image Synthesis with Cross-Fusion Cycle Diffusion Model for Facial Paralysis IndividualsCode0
AttrLostGAN: Attribute Controlled Image Synthesis from Reconfigurable Layout and StyleCode0
Attributing Fake Images to GANs: Learning and Analyzing GAN FingerprintsCode0
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and InterpretabilityCode0
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter SelectionCode0
Images Speak Volumes: User-Centric Assessment of Image Generation for Accessible CommunicationCode0
Image Style Transfer Using Convolutional Neural NetworksCode0
Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal PerspectiveCode0
Evaluating Text-to-Image Generative Models: An Empirical Study on Human Image SynthesisCode0
PCGAN: Partition-Controlled Human Image GenerationCode0
VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision TransformersCode0
Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns InjectionCode0
Repairing Catastrophic-Neglect in Text-to-Image Diffusion Models via Attention-Guided Feature EnhancementCode0
Synthesizing Multi-Tracer PET Images for Alzheimer's Disease Patients using a 3D Unified Anatomy-aware Cyclic Adversarial NetworkCode0
SGDraw: Scene Graph Drawing Interface Using Object-Oriented RepresentationCode0
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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