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 351400 of 6689 papers

TitleStatusHype
Conditional Diffusion Models for Semantic 3D Brain MRI SynthesisCode2
Compressed Image Generation with Denoising Diffusion Codebook ModelsCode2
Harmonizing Visual Representations for Unified Multimodal Understanding and GenerationCode2
Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion ModelsCode2
ConceptExpress: Harnessing Diffusion Models for Single-image Unsupervised Concept ExtractionCode2
I2I-Mamba: Multi-modal medical image synthesis via selective state space modelingCode2
Interpreting the Latent Space of GANs for Semantic Face EditingCode2
Marrying Autoregressive Transformer and Diffusion with Multi-Reference AutoregressionCode2
CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept MatchingCode2
GlyphDraw: Seamlessly Rendering Text with Intricate Spatial Structures in Text-to-Image GenerationCode2
GPT4Point: A Unified Framework for Point-Language Understanding and GenerationCode2
Collaborative Neural Rendering using Anime Character SheetsCode2
CogView: Mastering Text-to-Image Generation via TransformersCode2
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion ModelsCode2
GPT4Tools: Teaching Large Language Model to Use Tools via Self-instructionCode2
GeoSynth: Contextually-Aware High-Resolution Satellite Image SynthesisCode2
CogView2: Faster and Better Text-to-Image Generation via Hierarchical TransformersCode2
Closed-Form Factorization of Latent Semantics in GANsCode2
Geometry-Complete Diffusion for 3D Molecule Generation and OptimizationCode2
Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-DenoisingCode2
GenStereo: Towards Open-World Generation of Stereo Images and Unsupervised MatchingCode2
Compose and Conquer: Diffusion-Based 3D Depth Aware Composable Image SynthesisCode2
Geodesic Diffusion Models for Medical Image-to-Image GenerationCode2
GIRAFFE: Representing Scenes as Compositional Generative Neural Feature FieldsCode2
Generative Enhancement for 3D Medical ImagesCode2
Generative Image as Action ModelsCode2
AnyText2: Visual Text Generation and Editing With Customizable AttributesCode2
Collaborative Decoding Makes Visual Auto-Regressive Modeling EfficientCode2
Generative Modeling by Estimating Gradients of the Data DistributionCode2
Generative Adversarial TransformersCode2
Generating Images with Multimodal Language ModelsCode2
GoT-R1: Unleashing Reasoning Capability of MLLM for Visual Generation with Reinforcement LearningCode2
Generative AI for Character Animation: A Comprehensive Survey of Techniques, Applications, and Future DirectionsCode2
HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned GuidanceCode2
CHATS: Combining Human-Aligned Optimization and Test-Time Sampling for Text-to-Image GenerationCode2
Generative Diffusion Models on Graphs: Methods and ApplicationsCode2
Generative Photography: Scene-Consistent Camera Control for Realistic Text-to-Image SynthesisCode2
Gaussian Mixture Flow Matching ModelsCode2
GAUDI: A Neural Architect for Immersive 3D Scene GenerationCode2
Gen4Gen: Generative Data Pipeline for Generative Multi-Concept CompositionCode2
Character-Adapter: Prompt-Guided Region Control for High-Fidelity Character CustomizationCode2
CharaConsist: Fine-Grained Consistent Character GenerationCode2
Character-Aware Models Improve Visual Text RenderingCode2
Conditional Image Synthesis with Diffusion Models: A SurveyCode2
GenAI Arena: An Open Evaluation Platform for Generative ModelsCode2
GAN Compression: Efficient Architectures for Interactive Conditional GANsCode2
Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image SynthesisCode2
HumanRefiner: Benchmarking Abnormal Human Generation and Refining with Coarse-to-fine Pose-Reversible GuidanceCode2
GALIP: Generative Adversarial CLIPs for Text-to-Image SynthesisCode2
GAN Prior Embedded Network for Blind Face Restoration in the WildCode2
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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