SOTAVerified

Image Reconstruction

Papers

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Showing 951–1000 of 2143 papers

TitleStatusHype
Self-Supervised Single-Image Deconvolution with Siamese Neural Networks—0
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention—0
UniBrain: Unify Image Reconstruction and Captioning All in One Diffusion Model from Human Brain Activity—0
Semantic Communications with Explicit Semantic Base for Image Transmission—0
Iterative Reweighted Least Squares Networks With Convergence Guarantees for Solving Inverse Imaging Problems—0
TriDo-Former: A Triple-Domain Transformer for Direct PET Reconstruction from Low-Dose Sinograms—0
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI ReconstructionCode0
Improved Multi-Shot Diffusion-Weighted MRI with Zero-Shot Self-Supervised Learning ReconstructionCode0
SDLFormer: A Sparse and Dense Locality-enhanced Transformer for Accelerated MR Image ReconstructionCode0
Quantitative MR Image Reconstruction using Parameter-Specific Dictionary Learning with Adaptive Dictionary-Size and Sparsity-Level Choice—0
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image ReconstructionCode0
Recurrent Spike-based Image Restoration under General IlluminationCode0
Focus on Content not Noise: Improving Image Generation for Nuclei Segmentation by Suppressing Steganography in CycleGAN—0
Maximum-likelihood estimation in ptychography in the presence of Poisson-Gaussian noise statistics—0
DiffColor: Toward High Fidelity Text-Guided Image Colorization with Diffusion Models—0
Conditioning Generative Latent Optimization for Sparse-View CT Image Reconstruction—0
Towards Head Computed Tomography Image Reconstruction Standardization with Deep Learning Assisted Automatic Detection—0
Fusing Sparsity with Deep Learning for Rotating Scatter Mask Gamma Imaging—0
Seeing through the Brain: Image Reconstruction of Visual Perception from Human Brain Signals—0
SuperInpaint: Learning Detail-Enhanced Attentional Implicit Representation for Super-resolutional Image Inpainting—0
Phenotype-preserving metric design for high-content image reconstruction by generative inpaintingCode0
One for Multiple: Physics-informed Synthetic Data Boosts Generalizable Deep Learning for Fast MRI ReconstructionCode0
Entropy Transformer Networks: A Learning Approach via Tangent Bundle Data Manifold—0
Fast and Stable Diffusion Inverse Solver with History Gradient Update—0
Computational Image Formation: Simulators in the Deep Learning Era—0
FedAutoMRI: Federated Neural Architecture Search for MR Image Reconstruction—0
Frequency-aware optical coherence tomography image super-resolution via conditional generative adversarial neural network—0
Convergent regularization in inverse problems and linear plug-and-play denoisers—0
Generalizing Supervised Deep Learning MRI Reconstruction to Multiple and Unseen Contrasts using Meta-Learning HypernetworksCode0
Image Reconstruction using Enhanced Vision Transformer—0
Test-Time Training on Video Streams—0
Lightweight Improved Residual Network for Efficient Inverse Tone MappingCode0
Weakly-supervised Contrastive Learning for Unsupervised Object DiscoveryCode0
Application of Spherical Convolutional Neural Networks to Image Reconstruction and Denoising in Nuclear Medicine—0
Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universality—0
Cross Spectral Image Reconstruction Using a Deep Guided Neural NetworkCode0
Deep image prior inpainting of ancient frescoes in the Mediterranean Alpine arcCode0
Ultrafast Cardiac Imaging Using Deep Learning For Speckle-Tracking EchocardiographyCode0
Score-based Generative Models for Photoacoustic Image Reconstruction with Rotation Consistency Constraints—0
On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image DiagnosisCode0
Chili Pepper Disease Diagnosis via Image Reconstruction Using GrabCut and Generative Adversarial Serial Autoencoder—0
Encoding Enhanced Complex CNN for Accurate and Highly Accelerated MRI—0
CAMP-Net: Consistency-Aware Multi-Prior Network for Accelerated MRI ReconstructionCode0
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRICode0
Learning-based sound speed estimation and aberration correction in linear-array photoacoustic imagingCode0
DreamCatcher: Revealing the Language of the Brain with fMRI using GPT Embedding—0
Neural Volumetric Reconstruction for Coherent Synthetic Aperture Sonar—0
High-Dimensional MR Reconstruction Integrating Subspace and Adaptive Generative Models—0
Data-Driven Bilateral Generalized Two-Dimensional Quaternion Principal Component Analysis with Application to Color Face Recognition—0
Securing Visually-Aware Recommender Systems: An Adversarial Image Reconstruction and Detection Framework—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