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 9511000 of 6689 papers

TitleStatusHype
Devil is in the Detail: Towards Injecting Fine Details of Image Prompt in Image Generation via Conflict-free Guidance and Stratified Attention0
EIDT-V: Exploiting Intersections in Diffusion Trajectories for Model-Agnostic, Zero-Shot, Training-Free Text-to-Video Generation0
MC^2: Multi-concept Guidance for Customized Multi-concept GenerationCode0
Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception0
Black Hole-Driven Identity Absorbing in Diffusion Models0
Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization0
Finding Local Diffusion Schrodinger Bridge using Kolmogorov-Arnold NetworkCode0
Multi-Group Proportional Representations for Text-to-Image Models0
Composing Parts for Expressive Object Generation0
One-Way Ticket: Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion Models0
Generative Zero-Shot Composed Image Retrieval0
Multi-party Collaborative Attention Control for Image Customization0
Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization0
Towards Universal Dataset Distillation via Task-Driven Diffusion0
Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization0
A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models0
GLASS: Guided Latent Slot Diffusion for Object-Centric Learning0
Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning0
Scaling Inference Time Compute for Diffusion Models0
Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training0
Beyond Generation: A Diffusion-based Low-level Feature Extractor for Detecting AI-generated Images0
Simpler Diffusion: 1.5 FID on ImageNet512 with Pixel-space Diffusion0
Anatomical Consistency and Adaptive Prior-informed Transformation for Multi-contrast MR Image Synthesis via Diffusion ModelCode1
Learning Partonomic 3D Reconstruction from Image CollectionsCode0
DreamRelation: Bridging Customization and Relation Generation0
SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs0
Spherical Manifold Guided Diffusion Model for Panoramic Image GenerationCode0
VODiff: Controlling Object Visibility Order in Text-to-Image Generation0
Z-Magic: Zero-shot Multiple Attributes Guided Image Creator0
Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation0
Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual ApproximatorsCode1
Unseen Visual Anomaly Generation0
FluxSpace: Disentangled Semantic Editing in Rectified Flow Models0
CacheQuant: Comprehensively Accelerated Diffusion Models0
Generalizable Object Keypoint Localization from Generative Priors0
Low-Biased General Annotated Dataset Generation0
D^2iT: Dynamic Diffusion Transformer for Accurate Image GenerationCode0
Flowing from Words to Pixels: A Noise-Free Framework for Cross-Modality Evolution0
Yo'Chameleon: Personalized Vision and Language Generation0
Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration0
NoiseCtrl: A Sampling-Algorithm-Agnostic Conditional Generation Method for Diffusion Models0
Consistency Posterior Sampling for Diverse Image Synthesis0
Let's Verify and Reinforce Image Generation Step by Step0
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework0
Regression Guided Strategy to Automated Facial Beauty Optimization through Image Synthesis0
Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model0
OASIS Uncovers: High-Quality T2I Models, Same Old Stereotypes0
Diffusion Prism: Enhancing Diversity and Morphology Consistency in Mask-to-Image Diffusion0
Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform0
Hierarchical Vision-Language Alignment for Text-to-Image Generation via Diffusion Models0
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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