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Image Reconstruction

Papers

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Showing 1351–1400 of 2143 papers

TitleStatusHype
Transformer-based Image Compression—0
MAC-ReconNet: A Multiple Acquisition Context based Convolutional Neural Network for MR Image Reconstruction using Dynamic Weight PredictionCode0
Structure-aware Image Inpainting with Two Parallel Streams—0
Learned Image Compression for Machine Perception—0
ISP-Agnostic Image Reconstruction for Under-Display Cameras—0
Hybrid learning of Non-Cartesian k-space trajectory and MR image reconstruction networks—0
TELET: A Monotonic Algorithm to Design Large Dimensional Equiangular Tight Frames for Applications in Compressed Sensing—0
Conditional Variational Autoencoder for Learned Image Reconstruction—0
Multiplication-Avoiding Variant of Power Iteration with Applications—0
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks—0
In-Orbit Lunar Satellite Image Super Resolution for Selective Data Transmission—0
Learning Lipschitz-Controlled Activation Functions in Neural Networks for Plug-and-Play Image Reconstruction Methods—0
Stochastic Primal-Dual Deep Unrolling—0
Invertible Learned Primal-Dual—0
Near-Exact Recovery for Sparse-View CT via Data-Driven Methods—0
SSFD: Self-Supervised Feature Distance as an MR Image Reconstruction Quality Metric—0
Deep subspace learning for efficient reconstruction of spatiotemporal imaging data—0
Natural Image Reconstruction from fMRI using Deep Learning: A Survey—0
Scene Text Image Super-Resolution via Parallelly Contextual Attention NetworkCode0
SAGAN: Adversarial Spatial-asymmetric Attention for Noisy Nona-Bayer ReconstructionCode0
VLBInet: Radio Interferometry Data Classification for EHT with Neural Networks—0
A Review of 3D Face Reconstruction From a Single Image—0
Real-time FPGA Design for OMP Targeting 8K Image Reconstruction—0
StyleGAN-induced data-driven regularization for inverse problems—0
Joint optimization of system design and reconstruction in MIMO radar imaging—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
Deep Kernel Representation for Image Reconstruction in PET—0
HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization—0
Variable Length Variable Quality Audio Steganography—0
Lottery Image Prior—0
Foreground-attention in neural decoding: Guiding Loop-Enc-Dec to reconstruct visual stimulus images from fMRI—0
Task Conditioned Stochastic Subsampling—0
Residual Contrastive Learning: Unsupervised Representation Learning from Residuals—0
A NEW BACKBONE FOR HYPERSPECTRAL IMAGE RECONSTRUCTION—0
Self-Supervised Structured Representations for Deep Reinforcement Learning—0
Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning—0
On the robustness of model-based algorithms for photoacoustic tomography: comparison between time and frequency domains—0
Hyperparameter selection for Discrete Mumford-ShahCode0
MLIM: Vision-and-Language Model Pre-training with Masked Language and Image Modeling—0
End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction—0
Deep Learning for Ultrasound Beamforming—0
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization—0
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging—0
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil SensitivitiesCode0
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
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
Deep learning based dictionary learning and tomographic image reconstruction—0
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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