SOTAVerified

Image Reconstruction

Papers

Showing 701750 of 2143 papers

TitleStatusHype
UniBrain: Unify Image Reconstruction and Captioning All in One Diffusion Model from Human Brain Activity0
Semantic Communications with Explicit Semantic Base for Image Transmission0
Out-of-Distribution Detection for Monocular Depth EstimationCode1
TriDo-Former: A Triple-Domain Transformer for Direct PET Reconstruction from Low-Dose Sinograms0
Iterative Reweighted Least Squares Networks With Convergence Guarantees for Solving Inverse Imaging Problems0
Improved Multi-Shot Diffusion-Weighted MRI with Zero-Shot Self-Supervised Learning ReconstructionCode0
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI ReconstructionCode0
MindDiffuser: Controlled Image Reconstruction from Human Brain Activity with Semantic and Structural DiffusionCode1
Person Re-Identification without Identification via Event AnonymizationCode1
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 Choice0
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image ReconstructionCode0
Recurrent Spike-based Image Restoration under General IlluminationCode0
Maximum-likelihood estimation in ptychography in the presence of Poisson-Gaussian noise statistics0
Focus on Content not Noise: Improving Image Generation for Nuclei Segmentation by Suppressing Steganography in CycleGAN0
DiffColor: Toward High Fidelity Text-Guided Image Colorization with Diffusion Models0
A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow RemovalCode1
Conditioning Generative Latent Optimization for Sparse-View CT Image Reconstruction0
Towards Head Computed Tomography Image Reconstruction Standardization with Deep Learning Assisted Automatic Detection0
High Dynamic Range Image Reconstruction via Deep Explicit Polynomial Curve EstimationCode1
Implicit Neural Representation in Medical Imaging: A Comparative SurveyCode2
Fusing Sparsity with Deep Learning for Rotating Scatter Mask Gamma Imaging0
Ultrasound Image Reconstruction with Denoising Diffusion Restoration ModelsCode1
Seeing through the Brain: Image Reconstruction of Visual Perception from Human Brain Signals0
SuperInpaint: Learning Detail-Enhanced Attentional Implicit Representation for Super-resolutional Image Inpainting0
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 Manifold0
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image SegmentationCode1
Fast and Stable Diffusion Inverse Solver with History Gradient Update0
Computational Image Formation: Simulators in the Deep Learning Era0
FedAutoMRI: Federated Neural Architecture Search for MR Image Reconstruction0
Frequency-aware optical coherence tomography image super-resolution via conditional generative adversarial neural network0
Metric3D: Towards Zero-shot Metric 3D Prediction from A Single ImageCode4
Convergent regularization in inverse problems and linear plug-and-play denoisers0
Deep Physics-Guided Unrolling Generalization for Compressed SensingCode1
Nonlinear optical encoding enabled by recurrent linear scatteringCode1
Generalizing Supervised Deep Learning MRI Reconstruction to Multiple and Unseen Contrasts using Meta-Learning HypernetworksCode0
Local Conditional Neural Fields for Versatile and Generalizable Large-Scale Reconstructions in Computational ImagingCode1
Image Reconstruction using Enhanced Vision Transformer0
Test-Time Training on Video Streams0
Exact Diffusion Inversion via Bi-directional Integration ApproximationCode1
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 Medicine0
Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universality0
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 Constraints0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Taming-VQGAN (16x16)FID3.64Unverified
2VQGAN-LC (16x16)FID2.62Unverified
3MaskGIT-VQGAN (16x16)FID2.28Unverified
4RQ-VAE (8x8x16)FID1.83Unverified
5TiTok-S-128FID1.71Unverified
6MaskBit (16x16)FID1.66Unverified
7ViT-VQGAN (16x16)FID1.28Unverified
8Open-Magvit2 (16x16)FID1.17Unverified
9Mo-VQGAN (16x16x4)FID1.12Unverified
10IBQ (16x16)FID1Unverified
#ModelMetricClaimedVerifiedStatus
1VAR (16x16)rFID9.85Unverified
2VQGAN (16x16)rFID5.95Unverified
3LlamaGen (16x16)rFID5.59Unverified
4Open-Magvit2 (16x16)rFID4.18Unverified
5MGVQ (16x16x4)rFID1.59Unverified
6SD-VAE (16x16)rFID1.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID96.31Unverified
2bFTFID74.9Unverified
3Xian et al._FID60.85Unverified
4PI-RECFID0.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixFID197.49Unverified
2bFTFID121.2Unverified
3Xian et al._FID44.76Unverified
4PI-RECFID0.02Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (STFT: magnitude, L1l=1) W-ReplicateSSIM0.88Unverified
2Ours (STFT: magnitude, L1l=1) WS-ReplicateSSIM0.86Unverified
#ModelMetricClaimedVerifiedStatus
1AugVAE-SLFID3.28Unverified
2AugVAE-MLFID1.04Unverified
#ModelMetricClaimedVerifiedStatus
1bFTFID58.4Unverified
#ModelMetricClaimedVerifiedStatus
1SwinSFAverage PSNR39.61Unverified