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

Showing 19512000 of 6689 papers

TitleStatusHype
From Face to Natural Image: Learning Real Degradation for Blind Image Super-ResolutionCode1
DyDiT++: Dynamic Diffusion Transformers for Efficient Visual GenerationCode1
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark DetectionCode1
Towards General Text-guided Image Synthesis for Customized Multimodal Brain MRI GenerationCode1
Fully automatic computer-aided mass detection and segmentation via pseudo-color mammograms and Mask R-CNNCode1
Conditional Diffusion Models for Weakly Supervised Medical Image SegmentationCode1
Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual UnderstandingCode1
Towards Practical Plug-and-Play Diffusion ModelsCode1
Artistic Glyph Image Synthesis via One-Stage Few-Shot LearningCode1
Dynamic Neural Radiance Fields for Monocular 4D Facial Avatar ReconstructionCode1
Towards Smooth Video CompositionCode1
Towards the Detection of Diffusion Model DeepfakesCode1
FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image GenerationCode1
DynaST: Dynamic Sparse Transformer for Exemplar-Guided Image GenerationCode1
CoDi: Conditional Diffusion Distillation for Higher-Fidelity and Faster Image GenerationCode1
E2NeRF: Event Enhanced Neural Radiance Fields from Blurry ImagesCode1
ArtNeRF: A Stylized Neural Field for 3D-Aware Cartoonized Face SynthesisCode1
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANsCode1
Training-free Composite Scene Generation for Layout-to-Image SynthesisCode1
A Characteristic Function Approach to Deep Implicit Generative ModelingCode1
Frame Interpolation with Consecutive Brownian Bridge DiffusionCode1
FPGAN-Control: A Controllable Fingerprint Generator for Training with Synthetic DataCode1
A Survey on Leveraging Pre-trained Generative Adversarial Networks for Image Editing and RestorationCode1
Training-Free Watermarking for Autoregressive Image GenerationCode1
FreCaS: Efficient Higher-Resolution Image Generation via Frequency-aware Cascaded SamplingCode1
Freestyle Layout-to-Image SynthesisCode1
Learning to Generate Levels From NothingCode1
TransFusion: Transcribing Speech with Multinomial DiffusionCode1
Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion ModelsCode1
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability VolumesCode1
ForkGAN: Seeing into the Rainy NightCode1
EC-GAN: Low-Sample Classification using Semi-Supervised Algorithms and GANsCode1
FooDI-ML: a large multi-language dataset of food, drinks and groceries images and descriptionsCode1
Foreground-Background Separation through Concept Distillation from Generative Image Foundation ModelsCode1
Forward-only Diffusion Probabilistic ModelsCode1
A Survey on Deep Generative 3D-aware Image SynthesisCode1
Conceptrol: Concept Control of Zero-shot Personalized Image GenerationCode1
UDiFF: Generating Conditional Unsigned Distance Fields with Optimal Wavelet DiffusionCode1
Focal Frequency Loss for Image Reconstruction and SynthesisCode1
Edge Guided GANs with Multi-Scale Contrastive Learning for Semantic Image SynthesisCode1
ConceptPrune: Concept Editing in Diffusion Models via Skilled Neuron PruningCode1
Edge-preserving noise for diffusion modelsCode1
Flow Contrastive Estimation of Energy-Based ModelsCode1
Concept Conductor: Orchestrating Multiple Personalized Concepts in Text-to-Image SynthesisCode1
Fully Spiking Denoising Diffusion Implicit ModelsCode1
FLAME Diffuser: Wildfire Image Synthesis using Mask Guided DiffusionCode1
Under-Display Camera Image Restoration with Scattering EffectCode1
Quality Assessment for AI Generated Images with Instruction TuningCode1
Effective and Efficient Masked Image Generation ModelsCode1
FlexDiT: Dynamic Token Density Control for Diffusion TransformerCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3Unverified
2ADMFID11.84Unverified
3BigGAN-deepFID8.1Unverified
4Polarity-BigGANFID6.82Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59Unverified
6MaskGITFID6.18Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2Unverified
8CDMFID4.88Unverified
9ADM-GFID4.59Unverified
10RINFID4.51Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2Unverified
2RESFLOWFID48.29Unverified
3Residual FlowFID46.37Unverified
4GLF+perceptual loss (ours)FID44.6Unverified
5ProdPoly no activation functionsFID40.45Unverified
6ProdPoly no activation functionsFID36.77Unverified
7ACGANFID35.47Unverified
8DenseFlow-74-10FID34.9Unverified
9NVAE w/ flowFID32.53Unverified
10QSNGANFID31.97Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87Unverified
2GLIDE + CLIPFID30.46Unverified
3GLIDE + CLS-FREEFID29.22Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18Unverified
5PGMGANFID21.73Unverified
6CLR-GANFID20.27Unverified
7FMFID14.45Unverified
8CT (Direct Generation, NFE=1)FID13Unverified
9CT (Direct Generation, NFE=2)FID11.1Unverified
10GLIDE +CLSKID7.95Unverified