SOTAVerified

Image Reconstruction

Papers

Showing 12761300 of 2143 papers

TitleStatusHype
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging0
A review and experimental evaluation of deep learning methods for MRI reconstruction0
Learning the Regularization in DCE-MR Image Reconstruction for Functional Imaging of Kidneys0
Image Compression with Recurrent Neural Network and Generalized Divisive NormalizationCode1
Deep Learning Approach for Hyperspectral Image Demosaicking, Spectral Correction and High-resolution RGB Reconstruction0
Direct PET Image Reconstruction Incorporating Deep Image Prior and a Forward Projection Model0
Digging into Uncertainty in Self-supervised Multi-view StereoCode1
Deep learning based dictionary learning and tomographic image reconstruction0
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution ShiftsCode1
NeRP: Implicit Neural Representation Learning with Prior Embedding for Sparsely Sampled Image ReconstructionCode1
SwinIR: Image Restoration Using Swin TransformerCode3
Improving generative adversarial network inversion via fine-tuning GAN encodersCode1
Sparse regularization with a non-convex penalty for SAR imaging and autofocusing0
Regularizing Instabilities in Image Reconstruction Arising from Learned Denoisers0
Neural Photofit: Gaze-based Mental Image Reconstruction0
Edge AI without Compromise: Efficient, Versatile and Accurate Neurocomputing in Resistive Random-Access Memory0
0.8% Nyquist computational ghost imaging via non-experimental deep learning0
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive ImagingCode1
Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the WildCode1
UMFA: A photorealistic style transfer method based on U-Net and multi-layer feature aggregation0
SAR image matching algorithm based on multi-class features0
Is Differentiable Architecture Search truly a One-Shot Method?0
Towards Top-Down Just Noticeable Difference Estimation of Natural ImagesCode1
Known Operator Learning and Hybrid Machine Learning in Medical Imaging --- A Review of the Past, the Present, and the Future0
Towards to Robust and Generalized Medical Image Segmentation FrameworkCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Taming-VQGAN (16x16)FID3.64Unverified
2VQGAN-LC (16x16)FID2.62Unverified
3MaskGIT-VQGAN (16x16)FID2.28Unverified
4RQ-VAE (8x8x16)FID1.83Unverified
5TiTok-S-128FID1.71Unverified
6MaskBit (16x16)FID1.66Unverified
7ViT-VQGAN (16x16)FID1.28Unverified
8Open-Magvit2 (16x16)FID1.17Unverified
9Mo-VQGAN (16x16x4)FID1.12Unverified
10IBQ (16x16)FID1Unverified
#ModelMetricClaimedVerifiedStatus
1VAR (16x16)rFID9.85Unverified
2VQGAN (16x16)rFID5.95Unverified
3LlamaGen (16x16)rFID5.59Unverified
4Open-Magvit2 (16x16)rFID4.18Unverified
5MGVQ (16x16x4)rFID1.59Unverified
6SD-VAE (16x16)rFID1.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID96.31Unverified
2bFTFID74.9Unverified
3Xian et al._FID60.85Unverified
4PI-RECFID0.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID197.49Unverified
2bFTFID121.2Unverified
3Xian et al._FID44.76Unverified
4PI-RECFID0.02Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (STFT: magnitude, L1l=1) W-ReplicateSSIM0.88Unverified
2Ours (STFT: magnitude, L1l=1) WS-ReplicateSSIM0.86Unverified
#ModelMetricClaimedVerifiedStatus
1AugVAE-SLFID3.28Unverified
2AugVAE-MLFID1.04Unverified
#ModelMetricClaimedVerifiedStatus
1bFTFID58.4Unverified
#ModelMetricClaimedVerifiedStatus
1SwinSFAverage PSNR39.61Unverified