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 3501–3550 of 6689 papers

TitleStatusHype
Camouflaged Image Synthesis Is All You Need to Boost Camouflaged Detection—0
IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion ModelsCode5
ModelScope Text-to-Video Technical ReportCode3
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion ModelsCode2
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic DiversityCode1
Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance FlowCode2
Masked-Attention Diffusion Guidance for Spatially Controlling Text-to-Image GenerationCode1
BATINet: Background-Aware Text to Image Synthesis and Manipulation Network—0
SAR Target Image Generation Method Using Azimuth-Controllable Generative Adversarial Network—0
Vector quantization loss analysis in VQGANs: a single-GPU ablation study for image-to-image synthesisCode0
PromptPaint: Steering Text-to-Image Generation Through Paint Medium-like InteractionsCode0
TextPainter: Multimodal Text Image Generation with Visual-harmony and Text-comprehension for Poster Design—0
On Error Propagation of Diffusion Models—0
GIFD: A Generative Gradient Inversion Method with Feature Domain OptimizationCode1
LayoutLLM-T2I: Eliciting Layout Guidance from LLM for Text-to-Image GenerationCode1
Under-Display Camera Image Restoration with Scattering EffectCode1
DiffCR: A Fast Conditional Diffusion Framework for Cloud Removal from Optical Satellite ImagesCode1
DiffSynth: Latent In-Iteration Deflickering for Realistic Video Synthesis—0
Sketch and Text Guided Diffusion Model for Colored Point Cloud Generation—0
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion DelineationCode1
Large-Scale Public Data Improves Differentially Private Image Generation Quality—0
SDDM: Score-Decomposed Diffusion Models on Manifolds for Unpaired Image-to-Image Translation—0
GEMRec: Towards Generative Model RecommendationCode1
ConceptLab: Creative Concept Generation using VLM-Guided Diffusion Prior ConstraintsCode2
Focus on Content not Noise: Improving Image Generation for Nuclei Segmentation by Suppressing Steganography in CycleGAN—0
Reverse Stable Diffusion: What prompt was used to generate this image?Code0
Training Data Protection with Compositional Diffusion Models—0
Partial Label Supervision for Agnostic Generative Noisy Label LearningCode0
Patched Denoising Diffusion Models For High-Resolution Image SynthesisCode1
Contrast-augmented Diffusion Model with Fine-grained Sequence Alignment for Markup-to-Image GenerationCode0
Metrics to Quantify Global Consistency in Synthetic Medical Images—0
Experiments on Generative AI-Powered Parametric Modeling and BIM for Architectural Design—0
The Bias Amplification Paradox in Text-to-Image GenerationCode0
Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models—0
Controlling Geometric Abstraction and Texture for Artistic ImagesCode1
DiffPose: SpatioTemporal Diffusion Model for Video-Based Human Pose Estimation—0
Image Synthesis under Limited Data: A Survey and TaxonomyCode1
HiREN: Towards Higher Supervision Quality for Better Scene Text Image Super-Resolution—0
BAGM: A Backdoor Attack for Manipulating Text-to-Image Generative ModelsCode1
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
Structure-Preserving Synthesis: MaskGAN for Unpaired MR-CT TranslationCode1
Stylized Projected GAN: A Novel Architecture for Fast and Realistic Image Generation—0
What can Discriminator do? Towards Box-free Ownership Verification of Generative Adversarial NetworkCode0
LOTUS: Learning to Optimize Task-based US representationsCode1
Beyond Reality: The Pivotal Role of Generative AI in the Metaverse—0
Staging E-Commerce Products for Online Advertising using Retrieval Assisted Image Generation—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
Shrink-Perturb Improves Architecture Mixing during Population Based Training for Neural Architecture SearchCode0
EqGAN: Feature Equalization Fusion for Few-shot Image Generation—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