SOTAVerified

Image Reconstruction

Papers

Showing 301350 of 2143 papers

TitleStatusHype
Homotopic Gradients of Generative Density Priors for MR Image ReconstructionCode1
How to Calibrate Your Event CameraCode1
Nonlinear optical encoding enabled by recurrent linear scatteringCode1
Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike FluctuationsCode1
Deep Physics-Guided Unrolling Generalization for Compressed SensingCode1
Im2Hands: Learning Attentive Implicit Representation of Interacting Two-Hand ShapesCode1
Automated segmentation and morphological characterization of placental histology images based on a single labeled imageCode1
BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus DecodingCode1
Image Compression with Recurrent Neural Network and Generalized Divisive NormalizationCode1
BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain ActivitiesCode1
Deep learning for photoacoustic imaging: a surveyCode1
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical FlowCode1
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image ReconstructionCode1
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsCode1
Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational ImagingCode1
Digging into Uncertainty in Self-supervised Multi-view StereoCode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Learning Multiscale Convolutional Dictionaries for Image ReconstructionCode1
Auto-Encoding Morph-Tokens for Multimodal LLMCode1
Anatomical feature-prioritized loss for enhanced MR to CT translationCode1
k-t CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image ReconstructionCode1
k-t NEXT: Dynamic MR Image Reconstruction Exploiting Spatio-temporal CorrelationsCode1
LangMamba: A Language-driven Mamba Framework for Low-dose CT Denoising with Vision-language ModelsCode1
Accelerated MRI with Un-trained Neural NetworksCode1
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?Code1
Latent Graph Representations for Critical View of Safety AssessmentCode1
CE-VAE: Capsule Enhanced Variational AutoEncoder for Underwater Image EnhancementCode1
Learning Affinity-Aware Upsampling for Deep Image MattingCode1
Deep, Deep Learning with BARTCode1
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)Code1
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational AutoencoderCode1
An End-To-End-Trainable Iterative Network Architecture for Accelerated Radial Multi-Coil 2D Cine MR Image ReconstructionCode1
A Neural-Network-Based Convex Regularizer for Inverse ProblemsCode1
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive TransformerCode1
A unified model for reconstruction and R2* mapping of accelerated 7T data using the quantitative recurrent inference machineCode1
Deep Bayesian InversionCode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Data Consistent Deep Rigid MRI Motion CorrectionCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image ReconstructionCode1
MedITok: A Unified Tokenizer for Medical Image Synthesis and InterpretationCode1
MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and QuantizationCode1
Microscopy image reconstruction with physics-informed denoising diffusion probabilistic modelCode1
A Conditional Diffusion Model for Electrical Impedance Tomography Image ReconstructionCode1
MINER: Multiscale Implicit Neural RepresentationsCode1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
MIST: Multiple Instance Spatial TransformerCode1
Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based PenaltiesCode1
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image ReconstructionCode1
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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