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

Showing 66516689 of 6689 papers

TitleStatusHype
Deep Shading: Convolutional Neural Networks for Screen-Space Shading0
Tracking multiple moving objects in images using Markov Chain Monte Carlo0
Generative Image Modeling using Style and Structure Adversarial Networks0
One-Shot Generalization in Deep Generative Models0
Semantic Style Transfer and Turning Two-Bit Doodles into Fine ArtworksCode1
Learning to Generate with MemoryCode0
Generating Images with Perceptual Similarity Metrics based on Deep NetworksCode0
Iterative Gaussianization: from ICA to Random RotationsCode1
Pixel Recurrent Neural NetworksCode1
Combining Markov Random Fields and Convolutional Neural Networks for Image SynthesisCode1
A Deep Generative Deconvolutional Image Model0
Attribute2Image: Conditional Image Generation from Visual AttributesCode0
Opening the Black Box: Hierarchical Sampling Optimization for Estimating Human Hand Pose0
A Comprehensive Multi-Illuminant Dataset for Benchmarking of the Intrinsic Image Algorithms0
Unsupervised Cross-Modal Synthesis of Subject-Specific Scans0
Towards Automatic Image Editing: Learning to See another You0
Learning to Generate Images with Perceptual Similarity Metrics0
Generating Images from Captions with AttentionCode0
Background Image Generation Using Boolean OperationsCode0
Joint Color-Spatial-Directional clustering and Region Merging (JCSD-RM) for unsupervised RGB-D image segmentation0
Do Distributed Semantic Models Dream of Electric Sheep? Visualizing Word Representations through Image Synthesis0
Deep Boosting: Joint Feature Selection and Analysis Dictionary Learning in Hierarchy0
Generative Image Modeling Using Spatial LSTMs0
Unveiling the Dreams of Word Embeddings: Towards Language-Driven Image Generation0
Phase-Based Frame Interpolation for VideoCode0
Visual Madlibs: Fill in the blank Image Generation and Question Answering0
Render for CNN: Viewpoint Estimation in Images Using CNNs Trained with Rendered 3D Model ViewsCode0
DRAW: A Recurrent Neural Network For Image GenerationCode1
MADE: Masked Autoencoder for Distribution EstimationCode1
Factoring Variations in Natural Images with Deep Gaussian Mixture Models0
Iterative Neural Autoregressive Distribution Estimator NADE-kCode0
NICE: Non-linear Independent Components EstimationCode1
10,000+ Times Accelerated Robust Subset Selection (ARSS)0
Iterative Neural Autoregressive Distribution Estimator (NADE-k)Code0
How to make words with vectors: Phrase generation in distributional semantics0
Bayesian CP Factorization of Incomplete Tensors with Automatic Rank DeterminationCode0
A Deep and Tractable Density Estimator0
FrameBreak: Dramatic Image Extrapolation by Guided Shift-Maps0
Multiscale structural similarity for image quality assessmentCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Improved DDPMFID12.3Unverified
2ADMFID11.84Unverified
3BigGAN-deepFID8.1Unverified
4Polarity-BigGANFID6.82Unverified
5VQGAN+Transformer (k=mixed, p=1.0, a=0.005)FID6.59Unverified
6MaskGITFID6.18Unverified
7VQGAN+Transformer (k=600, p=1.0, a=0.05)FID5.2Unverified
8CDMFID4.88Unverified
9ADM-GFID4.59Unverified
10RINFID4.51Unverified
#ModelMetricClaimedVerifiedStatus
1PresGANFID52.2Unverified
2RESFLOWFID48.29Unverified
3Residual FlowFID46.37Unverified
4GLF+perceptual loss (ours)FID44.6Unverified
5ProdPoly no activation functionsFID40.45Unverified
6ProdPoly no activation functionsFID36.77Unverified
7ACGANFID35.47Unverified
8DenseFlow-74-10FID34.9Unverified
9NVAE w/ flowFID32.53Unverified
10QSNGANFID31.97Unverified
#ModelMetricClaimedVerifiedStatus
1GLIDE + CLSFID30.87Unverified
2GLIDE + CLIPFID30.46Unverified
3GLIDE + CLS-FREEFID29.22Unverified
4GLIDE + CLIP + CLS + CLS-FREEFID29.18Unverified
5PGMGANFID21.73Unverified
6CLR-GANFID20.27Unverified
7FMFID14.45Unverified
8CT (Direct Generation, NFE=1)FID13Unverified
9CT (Direct Generation, NFE=2)FID11.1Unverified
10GLIDE +CLSKID7.95Unverified