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Image Reconstruction

Papers

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Showing 1351–1400 of 2143 papers

TitleStatusHype
Towards Low-Photon Nanoscale Imaging: Holographic Phase Retrieval via Maximum Likelihood Optimization—0
Towards Physics-informed Cyclic Adversarial Multi-PSF Lensless Imaging—0
Towards Prospective Medical Image Reconstruction via Knowledge-Informed Dynamic Optimal Transport—0
Towards radio astronomical imaging using an arbitrary basis—0
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks—0
Towards Semantic Communications: Deep Learning-Based Image Semantic Coding—0
Towards Universal Learning-based Model for Cardiac Image Reconstruction: Summary of the CMRxRecon2024 Challenge—0
Traffic sign detection and recognition using event camera image reconstruction—0
Training a Task-Specific Image Reconstruction Loss—0
Training and Classification using a Restricted Boltzmann Machine on the D-Wave 2000Q—0
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization—0
Training End-to-End Unrolled Iterative Neural Networks for SPECT Image Reconstruction—0
Training Variational Networks with Multi-Domain Simulations: Speed-of-Sound Image Reconstruction—0
TransEM:Residual Swin-Transformer based regularized PET image reconstruction—0
Transformer-based dimensionality reduction—0
Transformer-based Image Compression—0
Transformer-based Learned Image Compression for Joint Decoding and Denoising—0
Transform Learning for Magnetic Resonance Image Reconstruction: From Model-based Learning to Building Neural Networks—0
TriDo-Former: A Triple-Domain Transformer for Direct PET Reconstruction from Low-Dose Sinograms—0
Two Birds with One Stone: Multi-Task Semantic Communications Systems over Relay Channel—0
Two-dimensional Bhattacharyya bound linear discriminant analysis with its applications—0
Two-layer clustering-based sparsifying transform learning for low-dose CT reconstruction—0
Two-Phase Multi-Dose-Level PET Image Reconstruction with Dose Level Awareness—0
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data—0
Two-stage Geometric Information Guided Image Reconstruction—0
Two-stream Decoder Feature Normality Estimating Network for Industrial Anomaly Detection—0
UCM-VeID V2: A Richer Dataset and A Pre-training Method for UAV Cross-Modality Vehicle Re-Identification—0
Sequential Diffusion-Guided Deep Image Prior For Medical Image Reconstruction—0
UFA-FUSE: A novel deep supervised and hybrid model for multi-focus image fusion—0
UMFA: A photorealistic style transfer method based on U-Net and multi-layer feature aggregation—0
Uncalibrated Neural Inverse Rendering for Photometric Stereo of General Surfaces—0
Uncertainty Analysis in SPECT Reconstruction based on Probabilistic Programming—0
Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz—0
Uncertainty Quantification for Deep Unrolling-Based Computational Imaging—0
Uncertainty quantification for fast reconstruction methods using augmented equivariant bootstrap: Application to radio interferometry—0
UnDEMoN 2.0: Improved Depth and Ego Motion Estimation through Deep Image Sampling—0
Understanding Untrained Deep Models for Inverse Problems: Algorithms and Theory—0
Undertrained Image Reconstruction for Realistic Degradation in Blind Image Super-Resolution—0
UniBrain: Unify Image Reconstruction and Captioning All in One Diffusion Model from Human Brain Activity—0
Unified cross-modality feature disentangler for unsupervised multi-domain MRI abdomen organs segmentation—0
Unified Supervised-Unsupervised (SUPER) Learning for X-ray CT Image Reconstruction—0
Uniformly Sampled Polar and Cylindrical Grid Approach for 2D, 3D Image Reconstruction using Algebraic Algorithm—0
Universal Generative Modeling in Dual-domain for Dynamic MR Imaging—0
Unlocking Visual Secrets: Inverting Features with Diffusion Priors for Image Reconstruction—0
Unpaired Deep Image Dehazing Using Contrastive Disentanglement Learning—0
Unsupervised Anomaly Detection via Masked Diffusion Posterior Sampling—0
Unsupervised CT Metal Artifact Learning using Attention-guided beta-CycleGAN—0
Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement—0
Self-supervised Deep Unrolled Reconstruction Using Regularization by Denoising—0
GAN Inversion for Image Editing via Unsupervised Domain Adaptation—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