SOTAVerified

Image Reconstruction

Papers

Showing 13011350 of 2143 papers

TitleStatusHype
The model is the message: Lightweight convolutional autoencoders applied to noisy imaging data for planetary science and astrobiology0
The MRI Scanner as a Diagnostic: Image-less Active Sampling0
The object detection method aids in image reconstruction evaluation and clinical interpretation of meniscal abnormalities0
The Power of Complementary Regularizers: Image Recovery via Transform Learning and Low-Rank Modeling0
The Property of Frequency Shift in 2D-FRFT Domain with Application to Image Encryption0
The pursuit of beauty: Converting image labels to meaningful vectors0
The R2D2 Deep Neural Network Series for Scalable Non-Cartesian Magnetic Resonance Imaging0
The R2D2 deep neural network series paradigm for fast precision imaging in radio astronomy0
The Role of Stem Noise in Visual Perception and Image Quality Measurement0
The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion0
The two-dimensional Gabor function adapted to natural image statistics: A model of simple-cell receptive fields and sparse structure in images0
Three-Dimensional Photoacoustic Tomography using Delay Multiply and Sum Beamforming Algorithm0
Time of arrival imaging: The proof of concept for a novel medical imaging modality0
TomoGRAF: A Robust and Generalizable Reconstruction Network for Single-View Computed Tomography0
Tomographic Foundation Model -- FORCE: Flow-Oriented Reconstruction Conditioning Engine0
Tomographic Image Reconstruction using Training images0
Toward a Thinking Microscope: Deep Learning in Optical Microscopy and Image Reconstruction0
Towards a robust R2D2 paradigm for radio-interferometric imaging: revisiting DNN training and architecture0
Toward Scalable Image Feature Compression: A Content-Adaptive and Diffusion-Based Approach0
Towards Coding for Human and Machine Vision: A Scalable Image Coding Approach0
Towards Consistent and Controllable Image Synthesis for Face Editing0
Towards Fast and Light-Weight Restoration of Dark Images0
Towards Head Computed Tomography Image Reconstruction Standardization with Deep Learning Assisted Automatic Detection0
Inducing Hierarchical Compositional Model by Sparsifying Generator Network0
Towards Large-scale Single-shot Millimeter-wave Imaging for Low-cost Security Inspection0
Towards Lensless Image Deblurring with Prior-Embedded Implicit Neural Representations in the Low-Data Regime0
Towards Low-Photon Nanoscale Imaging: Holographic Phase Retrieval via Maximum Likelihood Optimization0
Towards Physics-informed Cyclic Adversarial Multi-PSF Lensless Imaging0
Towards Prospective Medical Image Reconstruction via Knowledge-Informed Dynamic Optimal Transport0
Towards radio astronomical imaging using an arbitrary basis0
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks0
Towards Semantic Communications: Deep Learning-Based Image Semantic Coding0
Towards Universal Learning-based Model for Cardiac Image Reconstruction: Summary of the CMRxRecon2024 Challenge0
Traffic sign detection and recognition using event camera image reconstruction0
Training a Task-Specific Image Reconstruction Loss0
Training and Classification using a Restricted Boltzmann Machine on the D-Wave 2000Q0
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization0
Training End-to-End Unrolled Iterative Neural Networks for SPECT Image Reconstruction0
Training Variational Networks with Multi-Domain Simulations: Speed-of-Sound Image Reconstruction0
TransEM:Residual Swin-Transformer based regularized PET image reconstruction0
Transformer-based dimensionality reduction0
Transformer-based Image Compression0
Transformer-based Learned Image Compression for Joint Decoding and Denoising0
Transform Learning for Magnetic Resonance Image Reconstruction: From Model-based Learning to Building Neural Networks0
TriDo-Former: A Triple-Domain Transformer for Direct PET Reconstruction from Low-Dose Sinograms0
Two Birds with One Stone: Multi-Task Semantic Communications Systems over Relay Channel0
Two-dimensional Bhattacharyya bound linear discriminant analysis with its applications0
Two-layer clustering-based sparsifying transform learning for low-dose CT reconstruction0
Two-Phase Multi-Dose-Level PET Image Reconstruction with Dose Level Awareness0
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data0
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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