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Image Reconstruction

Papers

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Showing 601–650 of 2143 papers

TitleStatusHype
A Modular Conditional Diffusion Framework for Image Reconstruction—0
LoFi: Neural Local Fields for Scalable Image ReconstructionCode0
Bayesian reconstruction of sparse raster-scanned mid-infrared optoacoustic signals enables fast, label-free chemical microscopy—0
ESC-MISR: Enhancing Spatial Correlations for Multi-Image Super-Resolution in Remote Sensing—0
Sub-DM:Subspace Diffusion Model with Orthogonal Decomposition for MRI ReconstructionCode0
Gradient-Guided Conditional Diffusion Models for Private Image Reconstruction: Analyzing Adversarial Impacts of Differential Privacy and Denoising—0
Advances in Photoacoustic Imaging Reconstruction and Quantitative Analysis for Biomedical Applications—0
LDPM: Towards undersampled MRI reconstruction with MR-VAE and Latent Diffusion Prior—0
IRS-Enhanced Secure Semantic Communication Networks: Cross-Layer and Context-Awared Resource Allocation—0
Masked Autoencoders are Parameter-Efficient Federated Continual LearnersCode0
HIP: Hierarchical Point Modeling and Pre-training for Visual Information Extraction—0
Computational Imaging Through Atmospheric Turbulence—0
Cycle-Constrained Adversarial Denoising Convolutional Network for PET Image Denoising: Multi-Dimensional Validation on Large Datasets with Reader Study and Real Low-Dose Data—0
Chasing Better Deep Image Priors between Over- and Under-parameterizationCode0
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionCode0
Denoising Diffusion Models for Anomaly Localization in Medical Images—0
Uncertainty quantification for fast reconstruction methods using augmented equivariant bootstrap: Application to radio interferometry—0
Denoising Diffusion Probabilistic Models for Magnetic Resonance Fingerprinting—0
Neural Experts: Mixture of Experts for Implicit Neural Representations—0
Advancements in Image Resolution: Super-Resolution Algorithm for Enhanced EOS-06 OCM-3 Data—0
HUE Dataset: High-Resolution Event and Frame Sequences for Low-Light Vision—0
Deep Generative Models for 3D Medical Image Synthesis—0
Adaptive Wireless Image Semantic Transmission: Design, Simulation, and Prototype Validation—0
FusionLungNet: Multi-scale Fusion Convolution with Refinement Network for Lung CT Image SegmentationCode0
LLM-HDR: Bridging LLM-based Perception and Self-Supervision for Unpaired LDR-to-HDR Image ReconstructionCode0
ERDDCI: Exact Reversible Diffusion via Dual-Chain Inversion for High-Quality Image Editing—0
Two Birds with One Stone: Multi-Task Semantic Communications Systems over Relay Channel—0
A Primal-dual algorithm for image reconstruction with ICNNs—0
Deep unrolled primal dual network for TOF-PET list-mode image reconstructionCode0
Quantum Neural Network for Accelerated Magnetic Resonance Imaging—0
Co-learning Single-Step Diffusion Upsampler and Downsampler with Two Discriminators and Distillation—0
Toward Scalable Image Feature Compression: A Content-Adaptive and Diffusion-Based Approach—0
Lightweight Deep Learning Framework for Accurate Particle Flow Energy ReconstructionCode0
Leveraging Multimodal Diffusion Models to Accelerate Imaging with Side Information—0
Sequential Diffusion-Guided Deep Image Prior For Medical Image Reconstruction—0
WAVE-UNET: Wavelength based Image Reconstruction method using attention UNET for OCT images—0
Unsupervised Prior Learning: Discovering Categorical Pose Priors from Videos—0
An Efficient Inference Frame for SMLM (Single-Molecule Localization Microscopy)Code0
SC-CDM: Enhancing Quality of Image Semantic Communication with a Compact Diffusion Model—0
Anti-biofouling Lensless Camera System with Deep Learning based Image Reconstruction—0
Single-shot reconstruction of three-dimensional morphology of biological cells in digital holographic microscopy using a physics-driven neural network—0
Swap-Net: A Memory-Efficient 2.5D Network for Sparse-View 3D Cone Beam CT Reconstruction—0
Focus On What Matters: Separated Models For Visual-Based RL Generalization—0
Photon Inhibition for Energy-Efficient Single-Photon Imaging—0
PhoCoLens: Photorealistic and Consistent Reconstruction in Lensless Imaging—0
Compressive radio-interferometric sensing with random beamforming as rank-one signal covariance projections—0
Implicit Neural Representations for Speed-of-Sound Estimation in Ultrasound—0
Invertible ResNets for Inverse Imaging Problems: Competitive Performance with Provable Regularization Properties—0
ViTGuard: Attention-aware Detection against Adversarial Examples for Vision Transformer—0
Deep Unfolded Approximate Message Passing for Quantitative Acoustic Microscopy 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