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 3551–3600 of 6689 papers

TitleStatusHype
MGD-GAN: Text-to-Pedestrian generation through Multi-Grained Discrimination—0
Arbitrary Style Transfer using Graph Instance Normalization—0
TreeGAN: Incorporating Class Hierarchy into Image Generation—0
MicroCinema: A Divide-and-Conquer Approach for Text-to-Video Generation—0
TreeGAN: Syntax-Aware Sequence Generation with Generative Adversarial Networks—0
Arbitrary Style Guidance for Enhanced Diffusion-Based Text-to-Image Generation—0
Arbitrary-Scale Image Generation and Upsampling using Latent Diffusion Model and Implicit Neural Decoder—0
A Quantitative Evaluation of Score Distillation Sampling Based Text-to-3D—0
4D Semantic Cardiac Magnetic Resonance Image Synthesis on XCAT Anatomical Model—0
Mimic3D: Thriving 3D-Aware GANs via 3D-to-2D Imitation—0
TREND: Truncated Generalized Normal Density Estimation of Inception Embeddings for GAN Evaluation—0
MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding—0
Mindstorms in Natural Language-Based Societies of Mind—0
Mind the (optimality) Gap: A Gap-Aware Learning Rate Scheduler for Adversarial Nets—0
Mind-to-Image: Projecting Visual Mental Imagination of the Brain from fMRI—0
Minecraft-ify: Minecraft Style Image Generation with Text-guided Image Editing for In-Game Application—0
APTOS-2024 challenge report: Generation of synthetic 3D OCT images from fundus photographs—0
A psychophysical evaluation of techniques for Mooney image generation—0
A Probabilistic Approach to Constrained Deep Clustering—0
Minimum Noticeable Difference based Adversarial Privacy Preserving Image Generation—0
TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors—0
MISC: Multi-Condition Injection and Spatially-Adaptive Compositing for Conditional Person Image Synthesis—0
MIST GAN: Modality Imputation Using Style Transfer for MRI—0
Mitigating attribute amplification in counterfactual image generation—0
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-view CT Reconstruction—0
Improving Vector-Quantized Image Modeling with Latent Consistency-Matching Diffusion—0
Mitigating Exposure Bias in Discriminator Guided Diffusion Models—0
Mitigating Inappropriateness in Image Generation: Can there be Value in Reflecting the World's Ugliness?—0
Mitigating Presentation Attack using DCGAN and Deep CNN—0
TriLoRA: Integrating SVD for Advanced Style Personalization in Text-to-Image Generation—0
MixDiT: Accelerating Image Diffusion Transformer Inference with Mixed-Precision MX Quantization—0
MixSyn: Learning Composition and Style for Multi-Source Image Synthesis—0
APRNet: Attention-based Pixel-wise Rendering Network for Photo-Realistic Text Image Generation—0
A Pragmatic Note on Evaluating Generative Models with Fréchet Inception Distance for Retinal Image Synthesis—0
Trinity Detector:text-assisted and attention mechanisms based spectral fusion for diffusion generation image detection—0
Triple-GAN with Variable Fractional Order Gradient Descent Method and Mish Activation Function—0
MLEP: Multi-granularity Local Entropy Patterns for Universal AI-generated Image Detection—0
MLLM-as-a-Judge for Image Safety without Human Labeling—0
MMAR: Towards Lossless Multi-Modal Auto-Regressive Probabilistic Modeling—0
MM-Diff: High-Fidelity Image Personalization via Multi-Modal Condition Integration—0
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models—0
MMGAN: Generative Adversarial Networks for Multi-Modal Distributions—0
Approximated Prompt Tuning for Vision-Language Pre-trained Models—0
MMGen: Unified Multi-modal Image Generation and Understanding in One Go—0
MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models—0
MMIS: Multimodal Dataset for Interior Scene Visual Generation and Recognition—0
MMMG: a Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation—0
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning—0
MMO-IG: Multi-Class and Multi-Scale Object Image Generation for Remote Sensing—0
MMoT: Mixture-of-Modality-Tokens Transformer for Composed Multimodal Conditional Image 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