SOTAVerified

Image Reconstruction

Papers

Showing 301350 of 2143 papers

TitleStatusHype
Deep Physics-Guided Unrolling Generalization for Compressed SensingCode1
DEFT: Efficient Fine-Tuning of Diffusion Models by Learning the Generalised h-transformCode1
Deep Learning in Photoacoustic Tomography: Current approaches and future directionsCode1
Deep learning for photoacoustic imaging: a surveyCode1
IDF-CR: Iterative Diffusion Process for Divide-and-Conquer Cloud Removal in Remote-sensing ImagesCode1
Nonlinear optical encoding enabled by recurrent linear scatteringCode1
Brain Captioning: Decoding human brain activity into images and textCode1
BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus DecodingCode1
Image2StyleGAN++: How to Edit the Embedded Images?Code1
BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain ActivitiesCode1
Automated segmentation and morphological characterization of placental histology images based on a single labeled imageCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Deep Manifold Learning for Dynamic MR ImagingCode1
IM-MoCo: Self-supervised MRI Motion Correction using Motion-Guided Implicit Neural RepresentationsCode1
Auto-Encoding Morph-Tokens for Multimodal LLMCode1
B-spline Parameterized Joint Optimization of Reconstruction and K-space Trajectories (BJORK) for Accelerated 2D MRICode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
In-Domain GAN Inversion for Real Image EditingCode1
Deep Bayesian InversionCode1
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 Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
A unified model for reconstruction and R2* mapping of accelerated 7T data using the quantitative recurrent inference machineCode1
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
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image ReconstructionCode1
Deep, Deep Learning with BARTCode1
Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based PenaltiesCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
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
A Conditional Diffusion Model for Electrical Impedance Tomography Image ReconstructionCode1
Microscopy image reconstruction with physics-informed denoising diffusion probabilistic modelCode1
MindDiffuser: Controlled Image Reconstruction from Human Brain Activity with Semantic and Structural DiffusionCode1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
MIST: Multiple Instance Spatial Transformer NetworkCode1
MIST: Multiple Instance Spatial TransformerCode1
Context-Aware Pretraining for Efficient Blind Image DecompositionCode1
Data Consistent Deep Rigid MRI Motion CorrectionCode1
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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