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 11011150 of 6689 papers

TitleStatusHype
Full-Glow: Fully conditional Glow for more realistic image generationCode1
CoCosNet v2: Full-Resolution Correspondence Learning for Image TranslationCode1
Blackout Diffusion: Generative Diffusion Models in Discrete-State SpacesCode1
An Image is Worth Multiple Words: Discovering Object Level Concepts using Multi-Concept Prompt LearningCode1
From Face to Natural Image: Learning Real Degradation for Blind Image Super-ResolutionCode1
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training DataCode1
Frequency Domain Image Translation: More Photo-realistic, Better Identity-preservingCode1
Frido: Feature Pyramid Diffusion for Complex Scene Image SynthesisCode1
From Image to Imuge: Immunized Image GenerationCode1
Fully automatic computer-aided mass detection and segmentation via pseudo-color mammograms and Mask R-CNNCode1
BIVDiff: A Training-Free Framework for General-Purpose Video Synthesis via Bridging Image and Video Diffusion ModelsCode1
FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image GenerationCode1
BIVA: A Very Deep Hierarchy of Latent Variables for Generative ModelingCode1
AniFaceGAN: Animatable 3D-Aware Face Image Generation for Video AvatarsCode1
Freestyle Layout-to-Image SynthesisCode1
Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation ModelsCode1
Bipartite Graph Reasoning GANs for Person Pose and Facial Image SynthesisCode1
FreCaS: Efficient Higher-Resolution Image Generation via Frequency-aware Cascaded SamplingCode1
Bipartite Graph Reasoning GANs for Person Image GenerationCode1
Angle Domain Guidance: Latent Diffusion Requires Rotation Rather Than ExtrapolationCode1
Frame Interpolation with Consecutive Brownian Bridge DiffusionCode1
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANsCode1
Learning to Generate Levels From NothingCode1
ForkGAN: Seeing into the Rainy NightCode1
Forget-Me-Not: Learning to Forget in Text-to-Image Diffusion ModelsCode1
Forward-only Diffusion Probabilistic ModelsCode1
Foreground-Background Separation through Concept Distillation from Generative Image Foundation ModelsCode1
Counterfactual Generative NetworksCode1
Forget About the LiDAR: Self-Supervised Depth Estimators with MED Probability VolumesCode1
Binary Noise for Binary Tasks: Masked Bernoulli Diffusion for Unsupervised Anomaly DetectionCode1
Binary Latent DiffusionCode1
Counterfactual contrastive learning: robust representations via causal image synthesisCode1
FooDI-ML: a large multi-language dataset of food, drinks and groceries images and descriptionsCode1
Bi-LORA: A Vision-Language Approach for Synthetic Image DetectionCode1
Bi-level Feature Alignment for Versatile Image Translation and ManipulationCode1
A Neural Dirichlet Process Mixture Model for Task-Free Continual LearningCode1
BIKED: A Dataset for Computational Bicycle Design with Machine Learning BenchmarksCode1
CounterCurate: Enhancing Physical and Semantic Visio-Linguistic Compositional Reasoning via Counterfactual ExamplesCode1
Focal Frequency Loss for Image Reconstruction and SynthesisCode1
FPGAN-Control: A Controllable Fingerprint Generator for Training with Synthetic DataCode1
A Dataset and Model for Realistic License Plate DeblurringCode1
BIGbench: A Unified Benchmark for Evaluating Multi-dimensional Social Biases in Text-to-Image ModelsCode1
BiDM: Pushing the Limit of Quantization for Diffusion ModelsCode1
Bidirectional Consistency ModelsCode1
An Empirical Study of GPT-4o Image Generation CapabilitiesCode1
Flow Contrastive Estimation of Energy-Based ModelsCode1
FlexIT: Towards Flexible Semantic Image TranslationCode1
FlexiFilm: Long Video Generation with Flexible ConditionsCode1
FlexDiT: Dynamic Token Density Control for Diffusion TransformerCode1
BézierSketch: A generative model for scalable vector sketchesCode1
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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