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 17511800 of 6689 papers

TitleStatusHype
GANs Can Play Lottery Tickets TooCode1
GANs in computer vision ebookCode1
Generated Faces in the Wild: Quantitative Comparison of Stable Diffusion, Midjourney and DALL-E 2Code1
GANalyzer: Analysis and Manipulation of GANs Latent Space for Controllable Face SynthesisCode1
GAN-based Matrix Factorization for Recommender SystemsCode1
ConsistNet: Enforcing 3D Consistency for Multi-view Images DiffusionCode1
Rethinking FID: Towards a Better Evaluation Metric for Image GenerationCode1
Rethinking Image Deraining via Rain Streaks and VaporsCode1
DIVA: A Dirichlet Process Mixtures Based Incremental Deep Clustering Algorithm via Variational Auto-EncoderCode1
FunkNN: Neural Interpolation for Functional GenerationCode1
FuseDream: Training-Free Text-to-Image Generation with Improved CLIP+GAN Space OptimizationCode1
Revealing Vulnerabilities in Stable Diffusion via Targeted AttacksCode1
Causal Diffusion Autoencoders: Toward Counterfactual Generation via Diffusion Probabilistic ModelsCode1
Discovering Interpretable Directions in the Semantic Latent Space of Diffusion ModelsCode1
AI Illustrator: Translating Raw Descriptions into Images by Prompt-based Cross-Modal GenerationCode1
Discovering Transferable Forensic Features for CNN-generated Images DetectionCode1
Fundamental Benefit of Alternating Updates in Minimax OptimizationCode1
Discrete Contrastive Diffusion for Cross-Modal Music and Image GenerationCode1
Robot Synesthesia: A Sound and Emotion Guided AI PainterCode1
Robust CLIP-Based Detector for Exposing Diffusion Model-Generated ImagesCode1
Fuzzy-Conditioned Diffusion and Diffusion Projection Attention Applied to Facial Image CorrectionCode1
S2IGAN: Speech-to-Image Generation via Adversarial LearningCode1
GAN-Control: Explicitly Controllable GANsCode1
Discffusion: Discriminative Diffusion Models as Few-shot Vision and Language LearnersCode1
Fully automatic computer-aided mass detection and segmentation via pseudo-color mammograms and Mask R-CNNCode1
Learning to Generate Levels From NothingCode1
AI-Generated Image Detection using a Cross-Attention Enhanced Dual-Stream NetworkCode1
CoCosNet v2: Full-Resolution Correspondence Learning for Image TranslationCode1
Fully Spiking Denoising Diffusion Implicit ModelsCode1
Consistency Models as a Rich and Efficient Policy Class for Reinforcement LearningCode1
AIGCIQA2023: A Large-scale Image Quality Assessment Database for AI Generated Images: from the Perspectives of Quality, Authenticity and CorrespondenceCode1
DivCo: Diverse Conditional Image Synthesis via Contrastive Generative Adversarial NetworkCode1
Fully Spiking Variational AutoencoderCode1
GAN Path Finder: Preliminary resultsCode1
Generate Your Own Scotland: Satellite Image Generation Conditioned on MapsCode1
From Face to Natural Image: Learning Real Degradation for Blind Image Super-ResolutionCode1
Frido: Feature Pyramid Diffusion for Complex Scene Image SynthesisCode1
From Image to Imuge: Immunized Image GenerationCode1
SCAM! Transferring humans between images with Semantic Cross Attention ModulationCode1
Scatterbrain: Unifying Sparse and Low-rank Attention ApproximationCode1
Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANsCode1
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation SmoothingCode1
Frequency Domain Image Translation: More Photo-realistic, Better Identity-preservingCode1
Towards Disentangling Latent Space for Unsupervised Semantic Face EditingCode1
Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal DataCode1
Score-Based Generative Modeling through Stochastic Differential EquationsCode1
Adversarial Illusions in Multi-Modal EmbeddingsCode1
FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image GenerationCode1
FreCaS: Efficient Higher-Resolution Image Generation via Frequency-aware Cascaded SamplingCode1
CONFIG: Controllable Neural Face Image GenerationCode1
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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