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 2851–2900 of 6689 papers

TitleStatusHype
LayerMix: Enhanced Data Augmentation through Fractal Integration for Robust Deep LearningCode0
Gradient Estimators for Implicit ModelsCode0
LayerCraft: Enhancing Text-to-Image Generation with CoT Reasoning and Layered Object IntegrationCode0
Layered Rendering Diffusion Model for Controllable Zero-Shot Image SynthesisCode0
Layton: Latent Consistency Tokenizer for 1024-pixel Image Reconstruction and Generation by 256 TokensCode0
Generative Modeling by Inclusive Neural Random Fields with Applications in Image Generation and Anomaly DetectionCode0
Fast Direct: Query-Efficient Online Black-box Guidance for Diffusion-model Target GenerationCode0
Fast Diffusion ModelCode0
A Conditional Denoising Diffusion Probabilistic Model for Radio Interferometric Image ReconstructionCode0
Contrastive Image Synthesis and Self-supervised Feature Adaptation for Cross-Modality Biomedical Image SegmentationCode0
Latent Space is Feature Space: Regularization Term for GANs Training on Limited DatasetCode0
A Layer-Based Sequential Framework for Scene Generation with GANsCode0
LatentKeypointGAN: Controlling Images via Latent KeypointsCode0
Fast Adaptive Meta-Learning for Few-Shot Image GenerationCode0
Latent Flow TransformerCode0
Latent Feature and Attention Dual Erasure Attack against Multi-View Diffusion Models for 3D Assets ProtectionCode0
Latent Space Factorisation and Manipulation via Matrix Subspace ProjectionCode0
Lateralization MLP: A Simple Brain-inspired Architecture for DiffusionCode0
Contrast-augmented Diffusion Model with Fine-grained Sequence Alignment for Markup-to-Image GenerationCode0
GreenStableYolo: Optimizing Inference Time and Image Quality of Text-to-Image GenerationCode0
Pre-trained Encoder Inference: Revealing Upstream Encoders In Downstream Machine Learning ServicesCode0
AttrLostGAN: Attribute Controlled Image Synthesis from Reconfigurable Layout and StyleCode0
Large-Scale Text-to-Image Model with Inpainting is a Zero-Shot Subject-Driven Image GeneratorCode0
F-ANcGAN: An Attention-Enhanced Cycle Consistent Generative Adversarial Architecture for Synthetic Image Generation of NanoparticlesCode0
Latent Diffusion, Implicit Amplification: Efficient Continuous-Scale Super-Resolution for Remote Sensing ImagesCode0
Attributing Fake Images to GANs: Learning and Analyzing GAN FingerprintsCode0
Laplacian-Steered Neural Style TransferCode0
FakePolisher: Making DeepFakes More Detection-Evasive by Shallow ReconstructionCode0
Language-based Colorization of Scene SketchesCode0
Language Guided Adversarial PurificationCode0
LAViTeR: Learning Aligned Visual and Textual Representations Assisted by Image and Caption GenerationCode0
Long Tail Image Generation Through Feature Space Augmentation and Iterated LearningCode0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
Knowledge-Aware Artifact Image Synthesis with LLM-Enhanced Prompting and Multi-Source SupervisionCode0
Fair Generative Modeling via Weak SupervisionCode0
Kosmos-G: Generating Images in Context with Multimodal Large Language ModelsCode0
Kernel Mean Matching for Content Addressability of GANsCode0
Context-Aware Compilation of DNN Training Pipelines across Edge and CloudCode0
Tell, Draw, and Repeat: Generating and Modifying Images Based on Continual Linguistic InstructionCode0
Guided and Variance-Corrected Fusion with One-shot Style Alignment for Large-Content Image GenerationCode0
LAION-5B: An open large-scale dataset for training next generation image-text modelsCode0
Attribute2Image: Conditional Image Generation from Visual AttributesCode0
An End-to-End Model for Photo-Sharing Multi-modal Dialogue GenerationCode0
Joint Learning of Neural Networks via Iterative Reweighted Least SquaresCode0
Facial Image Generation from Bangla Textual Description using DCGAN and Bangla FastTextCode0
Learning from Mistakes: Iterative Prompt Relabeling for Text-to-Image Diffusion Model TrainingCode0
Iterative Neural Autoregressive Distribution Estimator NADE-kCode0
Iterative Neural Autoregressive Distribution Estimator (NADE-k)Code0
IterInv: Iterative Inversion for Pixel-Level T2I ModelsCode0
Gotta Adapt 'Em All: Joint Pixel and Feature-Level Domain Adaptation for Recognition in the WildCode0
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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