SOTAVerified

Image Reconstruction

Papers

Showing 251300 of 2143 papers

TitleStatusHype
How to Robustify Black-Box ML Models? A Zeroth-Order Optimization PerspectiveCode1
Spline Positional Encoding for Learning 3D Implicit Signed Distance FieldsCode1
How to Calibrate Your Event CameraCode1
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
Invertible AttentionCode1
KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflowCode1
Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI ReconstructionCode1
Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion ModelsCode1
Improving Sample Efficiency in Model-Free Reinforcement Learning from ImagesCode1
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical FlowCode1
CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstructionCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
IM-MoCo: Self-supervised MRI Motion Correction using Motion-Guided Implicit Neural RepresentationsCode1
k-t CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image ReconstructionCode1
Image Compression with Recurrent Neural Network and Generalized Divisive NormalizationCode1
CE-VAE: Capsule Enhanced Variational AutoEncoder for Underwater Image EnhancementCode1
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?Code1
Catch Missing Details: Image Reconstruction with Frequency Augmented Variational AutoencoderCode1
Image Dehazing Transformer With Transmission-Aware 3D Position EmbeddingCode1
i-MAE: Are Latent Representations in Masked Autoencoders Linearly Separable?Code1
Class-Guided Image-to-Image Diffusion: Cell Painting from Brightfield Images with Class LabelsCode1
Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusionCode1
Perceptogram: Reconstructing Visual Percepts from EEGCode1
CNN-Based Image Reconstruction Method for Ultrafast Ultrasound ImagingCode1
Active MR k-space Sampling with Reinforcement LearningCode1
Image2Points:A 3D Point-based Context Clusters GAN for High-Quality PET Image ReconstructionCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
Compressive Spectral Image Reconstruction using Deep Prior and Low-Rank Tensor RepresentationCode1
Computing Multiple Image Reconstructions with a Single HypernetworkCode1
Context-Aware Pretraining for Efficient Blind Image DecompositionCode1
Bayesian Image Reconstruction using Deep Generative ModelsCode1
Automated segmentation and morphological characterization of placental histology images based on a single labeled imageCode1
Modeling Mask Uncertainty in Hyperspectral Image ReconstructionCode1
Accelerated MRI with Un-trained Neural NetworksCode1
Image2StyleGAN++: How to Edit the Embedded Images?Code1
Auto-Encoding Morph-Tokens for Multimodal LLMCode1
DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image ReconstructionCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Benchmarking MRI Reconstruction Neural Networks on Large Public DatasetsCode1
BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain ActivitiesCode1
Beyond Learned Metadata-based Raw Image ReconstructionCode1
Data Consistent Deep Rigid MRI Motion CorrectionCode1
IDF-CR: Iterative Diffusion Process for Divide-and-Conquer Cloud Removal in Remote-sensing ImagesCode1
A unified model for reconstruction and R2* mapping of accelerated 7T data using the quantitative recurrent inference machineCode1
Learned Half-Quadratic Splitting Network for MR Image ReconstructionCode1
Deep Bayesian InversionCode1
Learning Affinity-Aware Upsampling for Deep Image MattingCode1
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image ReconstructionCode1
Real-time 6K Image Rescaling with Rate-distortion OptimizationCode1
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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