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 4601–4650 of 6689 papers

TitleStatusHype
Trajectory-aware Principal Manifold Framework for Data Augmentation and Image Generation—0
Mask-guided Data Augmentation for Multiparametric MRI Generation with a Rare Hepatocellular Carcinoma—0
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial NetworkCode0
Beyond Reality: The Pivotal Role of Generative AI in the Metaverse—0
Testing the Depth of ChatGPT's Comprehension via Cross-Modal Tasks Based on ASCII-Art: GPT3.5's Abilities in Regard to Recognizing and Generating ASCII-Art Are Not Totally Lacking—0
Staging E-Commerce Products for Online Advertising using Retrieval Assisted Image Generation—0
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture SearchCode0
TEDi: Temporally-Entangled Diffusion for Long-Term Motion Synthesis—0
EqGAN: Feature Equalization Fusion for Few-shot Image Generation—0
Deepfake Image Generation for Improved Brain Tumor Segmentation—0
VideoControlNet: A Motion-Guided Video-to-Video Translation Framework by Using Diffusion Model with ControlNet—0
Learning Disentangled Discrete RepresentationsCode0
Composite Diffusion | whole >= Σparts—0
Fake It Without Making It: Conditioned Face Generation for Accurate 3D Face Reconstruction—0
XDLM: Cross-lingual Diffusion Language Model for Machine Translation—0
Attribute Regularized Soft Introspective VAE: Towards Cardiac Attribute Regularization Through MRI Domains—0
PartDiff: Image Super-resolution with Partial Diffusion Models—0
Attention Consistency Refined Masked Frequency Forgery Representation for Generalizing Face Forgery DetectionCode0
Progressive distillation diffusion for raw music generation—0
Diffusion Sampling with Momentum for Mitigating Divergence ArtifactsCode0
Make-A-Volume: Leveraging Latent Diffusion Models for Cross-Modality 3D Brain MRI Synthesis—0
Adversarial Latent Autoencoder with Self-Attention for Structural Image Synthesis—0
Text2Layer: Layered Image Generation using Latent Diffusion Model—0
A Siamese-based Verification System for Open-set Architecture Attribution of Synthetic ImagesCode0
PromptCrafter: Crafting Text-to-Image Prompt through Mixed-Initiative Dialogue with LLM—0
Let's ViCE! Mimicking Human Cognitive Behavior in Image Generation Evaluation—0
Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond—0
Conditional 360-degree Image Synthesis for Immersive Indoor Scene Decoration—0
Jean-Luc Picard at Touché 2023: Comparing Image Generation, Stance Detection and Feature Matching for Image Retrieval for Arguments—0
Survey on Controlable Image Synthesis with Deep Learning—0
Creating Image Datasets in Agricultural Environments using DALL.E: Generative AI-Powered Large Language Model—0
Unbiased Image Synthesis via Manifold Guidance in Diffusion Models—0
Soft Curriculum for Learning Conditional GANs with Noisy-Labeled and Uncurated Unlabeled Data—0
Generative adversarial networks for data-scarce spectral applications—0
Domain-Agnostic Tuning-Encoder for Fast Personalization of Text-To-Image Models—0
Exposing the Fake: Effective Diffusion-Generated Images Detection—0
DiffuseGAE: Controllable and High-fidelity Image Manipulation from Disentangled Representation—0
Diffusion idea exploration for art generation—0
Automatic Generation of Semantic Parts for Face Image SynthesisCode0
DRMC: A Generalist Model with Dynamic Routing for Multi-Center PET Image SynthesisCode0
SAR-NeRF: Neural Radiance Fields for Synthetic Aperture Radar Multi-View Representation—0
K-Space-Aware Cross-Modality Score for Synthesized Neuroimage Quality Assessment—0
Divide, Evaluate, and Refine: Evaluating and Improving Text-to-Image Alignment with Iterative VQA Feedback—0
Cross-Modality Fourier Feature for Medical Image SynthesisCode0
Score-based Conditional Generation with Fewer Labeled Data by Self-calibrating Classifier Guidance—0
DIFF-NST: Diffusion Interleaving For deFormable Neural Style Transfer—0
Measuring the Success of Diffusion Models at Imitating Human Artists—0
On the Cultural Gap in Text-to-Image GenerationCode0
Prompting Diffusion Representations for Cross-Domain Semantic SegmentationCode0
SoK: Privacy-Preserving Data Synthesis—0
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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