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

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Showing 1401–1450 of 6689 papers

TitleStatusHype
Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy—0
DiffPAD: Denoising Diffusion-based Adversarial Patch DecontaminationCode0
In-Context LoRA for Diffusion TransformersCode7
EDT: An Efficient Diffusion Transformer Framework Inspired by Human-like SketchingCode1
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation—0
FlowDCN: Exploring DCN-like Architectures for Fast Image Generation with Arbitrary Resolution—0
RelationBooth: Towards Relation-Aware Customized Object Generation—0
Private Synthetic Text Generation with Diffusion ModelsCode0
st-DTPM: Spatial-Temporal Guided Diffusion Transformer Probabilistic Model for Delayed Scan PET Image Prediction—0
MoLE: Enhancing Human-centric Text-to-image Diffusion via Mixture of Low-rank Experts—0
Latent Diffusion, Implicit Amplification: Efficient Continuous-Scale Super-Resolution for Remote Sensing ImagesCode0
Multi-student Diffusion Distillation for Better One-step Generators—0
Diffusion Beats Autoregressive: An Evaluation of Compositional Generation in Text-to-Image Models—0
Identifying Drift, Diffusion, and Causal Structure from Temporal SnapshotsCode0
FairSkin: Fair Diffusion for Skin Disease Image Generation—0
Discrete Modeling via Boundary Conditional Diffusion Processes—0
Volumetric Conditioning Module to Control Pretrained Diffusion Models for 3D Medical ImagesCode1
Fingerprints of Super Resolution Networks—0
Adapting Diffusion Models for Improved Prompt Compliance and Controllable Image SynthesisCode0
HairDiffusion: Vivid Multi-Colored Hair Editing via Latent Diffusion—0
AdvI2I: Adversarial Image Attack on Image-to-Image Diffusion modelsCode1
Meta-Learning for Speeding Up Large Model Inference in Decentralized Environments—0
Extrapolating Prospective Glaucoma Fundus Images through Diffusion Model in Irregular Longitudinal Sequences—0
Murine AI excels at cats and cheese: Structural differences between human and mouse neurons and their implementation in generative AIsCode0
Shallow Diffuse: Robust and Invisible Watermarking through Low-Dimensional Subspaces in Diffusion ModelsCode1
CompGS: Unleashing 2D Compositionality for Compositional Text-to-3D via Dynamically Optimizing 3D Gaussians—0
Kandinsky 3: Text-to-Image Synthesis for Multifunctional Generative FrameworkCode3
GrounDiT: Grounding Diffusion Transformers via Noisy Patch TransplantationCode2
Generator Matching: Generative modeling with arbitrary Markov processes—0
MMM-RS: A Multi-modal, Multi-GSD, Multi-scene Remote Sensing Dataset and Benchmark for Text-to-Image GenerationCode1
Classification under strategic adversary manipulation using pessimistic bilevel optimisation—0
Image Generation from Image Captioning -- Invertible Approach—0
Copyright-Aware Incentive Scheme for Generative Art Models Using Hierarchical Reinforcement Learning—0
Your Image is Secretly the Last Frame of a Pseudo Video—0
Diff-CXR: Report-to-CXR generation through a disease-knowledge enhanced diffusion model—0
Decoding Diffusion: A Scalable Framework for Unsupervised Analysis of Latent Space Biases and Representations Using Natural Language Prompts—0
High Resolution Seismic Waveform Generation using Denoising Diffusion—0
Simpler Diffusion (SiD2): 1.5 FID on ImageNet512 with pixel-space diffusion—0
Unified Cross-Modal Image Synthesis with Hierarchical Mixture of Product-of-ExpertsCode1
Infinity-MM: Scaling Multimodal Performance with Large-Scale and High-Quality Instruction DataCode7
FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation—0
FreCaS: Efficient Higher-Resolution Image Generation via Frequency-aware Cascaded SamplingCode1
Multi-Scale Diffusion: Enhancing Spatial Layout in High-Resolution Panoramic Image Generation—0
Stable Consistency Tuning: Understanding and Improving Consistency ModelsCode0
Ali-AUG: Innovative Approaches to Labeled Data Augmentation using One-Step Diffusion Model—0
Towards Visual Text Design Transfer Across Languages—0
Generation of Indian Sign Language Letters, Numbers, and WordsCode0
Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank DecompositionCode0
Backdoor in Seconds: Unlocking Vulnerabilities in Large Pre-trained Models via Model Editing—0
Medical Imaging Complexity and its Effects on GAN PerformanceCode0
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All datasetsImageNet 256x256CIFAR-10ImageNet 64x64ImageNet 512x512FFHQ 256 x 256CelebA 64x64ImageNet 32x32LSUN Bedroom 256 x 256STL-10LSUN Churches 256 x 256ImageNet 128x128FFHQ 1024 x 1024

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3—Unverified
2ADMFID11.84—Unverified
3BigGAN-deepFID8.1—Unverified
4Polarity-BigGANFID6.82—Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59—Unverified
6MaskGITFID6.18—Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2—Unverified
8CDMFID4.88—Unverified
9ADM-GFID4.59—Unverified
10RINFID4.51—Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2—Unverified
2RESFLOWFID48.29—Unverified
3Residual FlowFID46.37—Unverified
4GLF+perceptual loss (ours)FID44.6—Unverified
5ProdPoly no activation functionsFID40.45—Unverified
6ProdPoly no activation functionsFID36.77—Unverified
7ACGANFID35.47—Unverified
8DenseFlow-74-10FID34.9—Unverified
9NVAE w/ flowFID32.53—Unverified
10QSNGANFID31.97—Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87—Unverified
2GLIDE + CLIPFID30.46—Unverified
3GLIDE + CLS-FREEFID29.22—Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18—Unverified
5PGMGANFID21.73—Unverified
6CLR-GANFID20.27—Unverified
7FMFID14.45—Unverified
8CT (Direct Generation, NFE=1)FID13—Unverified
9CT (Direct Generation, NFE=2)FID11.1—Unverified
10GLIDE +CLSKID7.95—Unverified