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Image Reconstruction

Papers

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Showing 401–450 of 2143 papers

TitleStatusHype
Bidirectional Variational Autoencoders—0
CTLformer: A Hybrid Denoising Model Combining Convolutional Layers and Self-Attention for Enhanced CT Image Reconstruction—0
FreqSelect: Frequency-Aware fMRI-to-Image Reconstruction—0
BandRC: Band Shifted Raised Cosine Activated Implicit Neural Representations—0
Controlling the Flow: Stability and Convergence for Stochastic Gradient Descent with Decaying Regularization—0
ORL-LDM: Offline Reinforcement Learning Guided Latent Diffusion Model Super-Resolution Reconstruction—0
EventDiff: A Unified and Efficient Diffusion Model Framework for Event-based Video Frame Interpolation—0
Visual Image Reconstruction from Brain Activity via Latent Representation—0
Link to the Past: Temporal Propagation for Fast 3D Human Reconstruction from Monocular Video—0
Hybrid Learning: A Novel Combination of Self-Supervised and Supervised Learning for MRI Reconstruction without High-Quality Training Reference—0
HyperspectralMAE: The Hyperspectral Imagery Classification Model using Fourier-Encoded Dual-Branch Masked Autoencoder—0
Brain Hematoma Marker Recognition Using Multitask Learning: SwinTransformer and Swin-Unet—0
Over-the-Air ODE-Inspired Neural Network for Dual Task-Oriented Semantic Communications—0
OWT: A Foundational Organ-Wise Tokenization Framework for Medical ImagingCode0
Cross-organ all-in-one parallel compressed sensing magnetic resonance imagingCode0
Integrated Image Reconstruction and Target Recognition based on Deep Learning Technique—0
Device-Free Localization Using Multi-Link MIMO Channels in Distributed Antenna Networks—0
Underground Root Tuber Sensing via a Wi-Fi Mesh NetworkCode0
Motion-compensated cardiac MRI using low-rank diffeomorphic flow (DMoCo)—0
Easz: An Agile Transformer-based Image Compression Framework for Resource-constrained IoTs—0
Efficient Multi Subject Visual Reconstruction from fMRI Using Aligned Representations—0
RSFR: A Coarse-to-Fine Reconstruction Framework for Diffusion Tensor Cardiac MRI with Semantic-Aware Refinement—0
Physics-Driven Neural Compensation For Electrical Impedance Tomography—0
Enhancing Variational Autoencoders with Smooth Robust Latent Encoding—0
Diffusion Probabilistic Models for Compressive SAR Imaging—0
SOPHY: Learning to Generate Simulation-Ready Objects with Physical Materials—0
A Diffusion-Based Framework for Terrain-Aware Remote Sensing Image Reconstruction—0
Recognition of Geometrical Shapes by Dictionary Learning—0
snnTrans-DHZ: A Lightweight Spiking Neural Network Architecture for Underwater Image Dehazing—0
Probability Distribution Alignment and Low-Rank Weight Decomposition for Source-Free Domain Adaptive Brain Decoding—0
Slicing the Gaussian Mixture Wasserstein DistanceCode0
High Dynamic Range Modulo Imaging for Robust Object Detection in Autonomous Driving—0
Artificial Intelligence Augmented Medical Imaging Reconstruction in Radiation Therapy—0
Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging—0
End2end-ALARA: Approaching the ALARA Law in CT Imaging with End-to-end Learning—0
Latent Multimodal Reconstruction for Misinformation DetectionCode0
Subjective Visual Quality Assessment for High-Fidelity Learning-Based Image CompressionCode0
Autoregressive High-Order Finite Difference Modulo Imaging: High-Dynamic Range for Computer Vision Applications—0
Physics-informed 4D X-ray image reconstruction from ultra-sparse spatiotemporal data—0
Diffusion Active Learning: Towards Data-Driven Experimental Design in Computed Tomography—0
SemiISP/SemiIE: Semi-Supervised Image Signal Processor and Image Enhancement Leveraging One-to-Many Mapping sRGB-to-RAW—0
Semi-Supervised Biomedical Image Segmentation via Diffusion Models and Teacher-Student Co-TrainingCode0
FUSION: Frequency-guided Underwater Spatial Image recOnstructioN—0
A Channel-Triggered Backdoor Attack on Wireless Semantic Image Reconstruction—0
Learned Image Compression and Restoration for Digital PathologyCode0
AH-GS: Augmented 3D Gaussian Splatting for High-Frequency Detail Representation—0
Evaluation of Machine-generated Biomedical Images via A Tally-based Similarity Measure—0
Generalized Ray Tracing with Basis functions for Tomographic Projections—0
Implicit neural representations for end-to-end PET reconstruction—0
Noisier2Inverse: Self-Supervised Learning for Image Reconstruction with Correlated NoiseCode0
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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