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Image Reconstruction

Papers

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Showing 1851–1900 of 2143 papers

TitleStatusHype
Uncertainty-Aware Null Space Networks for Data-Consistent Image ReconstructionCode0
Stochastic reconstruction of an oolitic limestone by generative adversarial networksCode0
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar SystemsCode0
Phenotype-preserving metric design for high-content image reconstruction by generative inpaintingCode0
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A SurveyCode0
Inverse receptive field attention for naturalistic image reconstruction from the brainCode0
SC-VAE: Sparse Coding-based Variational Autoencoder with Learned ISTACode0
Learning to Rank Patches for Unbiased Image Redundancy ReductionCode0
Learning to Super Resolve Intensity Images from EventsCode0
Photoacoustic Reconstruction Using Sparsity in Curvelet Frame: Image versus Data DomainCode0
Inverse Halftoning Through Structure-Aware Deep Convolutional Neural NetworksCode0
SDLFormer: A Sparse and Dense Locality-enhanced Transformer for Accelerated MR Image ReconstructionCode0
LegoPET: Hierarchical Feature Guided Conditional Diffusion for PET Image ReconstructionCode0
Avatar-Net: Multi-scale Zero-shot Style Transfer by Feature DecorationCode0
Second Sight: Using brain-optimized encoding models to align image distributions with human brain activityCode0
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid NetworksCode0
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in NetworkCode0
LLM-HDR: Bridging LLM-based Perception and Self-Supervision for Unpaired LDR-to-HDR Image ReconstructionCode0
Towards Architecture-Agnostic Untrained Network Priors for Image Reconstruction with Frequency RegularizationCode0
Interval Neural Networks: Uncertainty ScoresCode0
Lightweight Improved Residual Network for Efficient Inverse Tone MappingCode0
Seeing Far in the Dark with Patterned FlashCode0
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRICode0
Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep LearningCode0
PI-REC: Progressive Image Reconstruction Network With Edge and Color DomainCode0
Adversarially learned iterative reconstruction for imaging inverse problemsCode0
Linear Convergence of Plug-and-Play Algorithms with Kernel DenoisersCode0
Uncertainty Quantification with Generative ModelsCode0
f-AnoGAN: Fast Unsupervised Anomaly Detection with Generative Adversarial NetworksCode0
An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil SensitivitiesCode0
LMD: Faster Image Reconstruction with Latent Masking DiffusionCode0
Structured illumination microscopy image reconstruction algorithmCode0
Interval Neural Networks as Instability Detectors for Image ReconstructionsCode0
Wasserstein Generative Learning of Conditional DistributionCode0
Continual Learning Approaches for Anomaly DetectionCode0
LoFi: Neural Local Fields for Scalable Image ReconstructionCode0
Detecting Outliers with Poisson Image InterpolationCode0
Consensus Convolutional Sparse CodingCode0
Facial Image Reconstruction and its Influence to Face RecognitionCode0
AugUndo: Scaling Up Augmentations for Monocular Depth Completion and EstimationCode0
Policy Learning with a Language BottleneckCode0
Exposure-Aware Dynamic Weighted Learning for Single-Shot HDR ImagingCode0
Position Regression for Unsupervised Anomaly DetectionCode0
A Two-stage Deep Network for High Dynamic Range Image ReconstructionCode0
LSHR-Net: a hardware-friendly solution for high-resolution computational imaging using a mixed-weights neural networkCode0
Defending against Reconstruction Attacks through Differentially Private Federated Learning for Classification of Heterogeneous Chest X-Ray DataCode0
Information Competing Process for Learning Diversified RepresentationsCode0
Deep unrolled primal dual network for TOF-PET list-mode image reconstructionCode0
Exploring the Role of the Bottleneck in Slot-Based Models Through Covariance RegularizationCode0
Conditional and Residual Methods in Scalable Coding for Humans and MachinesCode0
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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