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Image Reconstruction

Papers

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Showing 1301–1350 of 2143 papers

TitleStatusHype
Using Deep Learning for Visual Decoding and Reconstruction from Brain Activity: A Review—0
Deep Convolutional Neural Network for Low Projection SPECT Imaging Reconstruction—0
Image reconstruction in light-sheet microscopy: spatially varying deconvolution and mixed noise—0
Learning GAN-based Foveated Reconstruction to Recover Perceptually Important Image Features—0
Hyperparameter Analysis for Derivative Compressive Sampling—0
Accelerated Alternating Minimization for X-ray Tomographic Reconstruction—0
Delving into Deep Image Prior for Adversarial Defense: A Novel Reconstruction-based Defense Framework—0
Deep Quantized Representation for Enhanced ReconstructionCode0
PPT Fusion: Pyramid Patch Transformerfor a Case Study in Image Fusion—0
Utilizing the Structure of the Curvelet Transform with Compressed Sensing—0
Self-Supervised Domain Adaptation for Diabetic Retinopathy Grading using Vessel Image Reconstruction—0
Frequency-Supervised MR-to-CT Image SynthesisCode0
Lightness Modulated Deep Inverse Tone Mapping—0
Single-image Full-body Human Relighting—0
Artificial Intelligence in PET: an Industry Perspective—0
Deformation-Compensated Learning for Image Reconstruction without Ground TruthCode1
Detecting Outliers with Poisson Image InterpolationCode0
Unsupervised Knowledge-Transfer for Learned Image Reconstruction—0
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Cascade Decoders-Based Autoencoders for Image Reconstruction—0
IREM: High-Resolution Magnetic Resonance (MR) Image Reconstruction via Implicit Neural Representation—0
Multi-Modal Transformer for Accelerated MR ImagingCode1
Modeling Magnetic Particle Imaging for Dynamic Tracer Distributions—0
Unsupervised Deep Image Stitching: Reconstructing Stitched Features to ImagesCode1
ATP-Net: An Attention-based Ternary Projection Network For Compressed Sensing—0
Self-Supervised Monocular Depth Estimation of Untextured Indoor Rotated ScenesCode1
Feature Alignment as a Generative ProcessCode0
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
Fourier Transform Approximation as an Auxiliary Task for Image ClassificationCode0
Estimating MRI Image Quality via Image Reconstruction Uncertainty—0
Cogradient Descent for Dependable LearningCode0
Improving Ultrasound Tongue Image Reconstruction from Lip Images Using Self-supervised Learning and Attention Mechanism—0
Back to Event Basics: Self-Supervised Learning of Image Reconstruction for Event Cameras via Photometric Constancy—0
Joint Deep Model-Based MR Image and Coil Sensitivity Reconstruction Network (Joint-ICNet) for Fast MRI—0
High-Speed Image Reconstruction Through Short-Term Plasticity for Spiking Cameras—0
EventZoom: Learning To Denoise and Super Resolve Neuromorphic Events—0
Learning Tensor Low-Rank Prior for Hyperspectral Image Reconstruction—0
MIST: Multiple Instance Spatial TransformerCode1
Spk2ImgNet: Learning To Reconstruct Dynamic Scene From Continuous Spike Stream—0
Robust Recovery of Adversarial Examples—0
Empirical robustification of pre-trained classifiers—0
Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images—0
Over-and-Under Complete Convolutional RNN for MRI Reconstruction—0
Invertible AttentionCode1
SinIR: Efficient General Image Manipulation with Single Image ReconstructionCode1
Task Transformer Network for Joint MRI Reconstruction and Super-ResolutionCode1
A self-adapting super-resolution structures framework for automatic design of GAN—0
Super-Resolution Image Reconstruction Based on Self-Calibrated Convolutional GAN—0
Mitigating Current Variation in Particle Beam Microscopy—0
Efficient training for future video generation based on hierarchical disentangled representation of latent variables—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