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Image Reconstruction

Papers

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Showing 1251–1300 of 2143 papers

TitleStatusHype
A Review of 3D Face Reconstruction From a Single Image—0
Real-time FPGA Design for OMP Targeting 8K Image Reconstruction—0
Vector-quantized Image Modeling with Improved VQGANCode1
Joint optimization of system design and reconstruction in MIMO radar imaging—0
StyleGAN-induced data-driven regularization for inverse problems—0
Exploring the Common Principal Subspace of Deep Features in Neural Networks—0
Proxy-bridged Image Reconstruction Network for Anomaly Detection in Medical Images—0
HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization—0
Deep Kernel Representation for Image Reconstruction in PET—0
Foreground-attention in neural decoding: Guiding Loop-Enc-Dec to reconstruct visual stimulus images from fMRI—0
Self-Supervised Structured Representations for Deep Reinforcement Learning—0
Residual Contrastive Learning: Unsupervised Representation Learning from Residuals—0
Task Conditioned Stochastic Subsampling—0
A NEW BACKBONE FOR HYPERSPECTRAL IMAGE RECONSTRUCTION—0
Variable Length Variable Quality Audio Steganography—0
Lottery Image Prior—0
On the robustness of model-based algorithms for photoacoustic tomography: comparison between time and frequency domains—0
Hyperparameter selection for Discrete Mumford-ShahCode0
Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning—0
Self-Supervised Learning for MRI Reconstruction with a Parallel Network Training FrameworkCode1
MLIM: Vision-and-Language Model Pre-training with Masked Language and Image Modeling—0
Deep Learning for Ultrasound Beamforming—0
End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction—0
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization—0
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil SensitivitiesCode0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging—0
A review and experimental evaluation of deep learning methods for MRI reconstruction—0
Learning the Regularization in DCE-MR Image Reconstruction for Functional Imaging of Kidneys—0
Image Compression with Recurrent Neural Network and Generalized Divisive NormalizationCode1
Deep Learning Approach for Hyperspectral Image Demosaicking, Spectral Correction and High-resolution RGB Reconstruction—0
Direct PET Image Reconstruction Incorporating Deep Image Prior and a Forward Projection Model—0
Digging into Uncertainty in Self-supervised Multi-view StereoCode1
Deep learning based dictionary learning and tomographic image reconstruction—0
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 autofocusing—0
Regularizing Instabilities in Image Reconstruction Arising from Learned Denoisers—0
Neural Photofit: Gaze-based Mental Image Reconstruction—0
Edge AI without Compromise: Efficient, Versatile and Accurate Neurocomputing in Resistive Random-Access Memory—0
0.8% Nyquist computational ghost imaging via non-experimental deep learning—0
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 aggregation—0
SAR image matching algorithm based on multi-class features—0
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 Future—0
Towards to Robust and Generalized Medical Image Segmentation FrameworkCode1
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All datasetsImageNetUltra-High Resolution Image Reconstruction BenchmarkEdge-to-HandbagsEdge-to-ShoesAudio SetImageNet 256x256Edge-to-ClothesSpike-X4K

Benchmark Results

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