SOTAVerified

Image Reconstruction

Papers

Showing 251300 of 2143 papers

TitleStatusHype
Towards Top-Down Just Noticeable Difference Estimation of Natural ImagesCode1
Towards to Robust and Generalized Medical Image Segmentation FrameworkCode1
Deformation-Compensated Learning for Image Reconstruction without Ground TruthCode1
Cooperative Training and Latent Space Data Augmentation for Robust Medical Image SegmentationCode1
Multi-Modal Transformer for Accelerated MR ImagingCode1
Unsupervised Deep Image Stitching: Reconstructing Stitched Features to ImagesCode1
Self-Supervised Monocular Depth Estimation of Untextured Indoor Rotated ScenesCode1
Fairness for Image Generation with Uncertain Sensitive AttributesCode1
MIST: Multiple Instance Spatial TransformerCode1
Invertible AttentionCode1
SinIR: Efficient General Image Manipulation with Single Image ReconstructionCode1
Task Transformer Network for Joint MRI Reconstruction and Super-ResolutionCode1
Spline Positional Encoding for Learning 3D Implicit Signed Distance FieldsCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
How to Calibrate Your Event CameraCode1
Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial TransformersCode1
Truly shift-equivariant convolutional neural networks with adaptive polyphase upsamplingCode1
A Two-Stage Attentive Network for Single Image Super-ResolutionCode1
Shadow Neural Radiance Fields for Multi-view Satellite PhotogrammetryCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Dual-Octave Convolution for Accelerated Parallel MR Image ReconstructionCode1
Towards Fine-grained Visual Representations by Combining Contrastive Learning with Image Reconstruction and Attention-weighted PoolingCode1
Self-supervised Learning of Depth Inference for Multi-view StereoCode1
Fourier Image TransformerCode1
Putting NeRF on a Diet: Semantically Consistent Few-Shot View SynthesisCode1
MetaHDR: Model-Agnostic Meta-Learning for HDR Image ReconstructionCode1
ReconResNet: Regularised Residual Learning for MR Image Reconstruction of Undersampled Cartesian and Radial DataCode1
Time-Ordered Recent Event (TORE) Volumes for Event CamerasCode1
Deep Manifold Learning for Dynamic MR ImagingCode1
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated LearningCode1
Rethinking Content and Style: Exploring Bias for Unsupervised DisentanglementCode1
Trumpets: Injective Flows for Inference and Inverse ProblemsCode1
Measuring Robustness in Deep Learning Based Compressive SensingCode1
CoIL: Coordinate-based Internal Learning for Imaging Inverse ProblemsCode1
An End-To-End-Trainable Iterative Network Architecture for Accelerated Radial Multi-Coil 2D Cine MR Image ReconstructionCode1
Reconstructing Perceptive Images from Brain Activity by Shape-Semantic GANCode1
B-spline Parameterized Joint Optimization of Reconstruction and K-space Trajectories (BJORK) for Accelerated 2D MRICode1
Deep Convolutional Autoencoders for reconstructing magnetic resonance images of the healthy brainCode1
Compressive Spectral Image Reconstruction using Deep Prior and Low-Rank Tensor RepresentationCode1
Road Anomaly Detection by Partial Image Reconstruction With Segmentation CouplingCode1
Focal Frequency Loss for Image Reconstruction and SynthesisCode1
Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image ReconstructionCode1
Taming Transformers for High-Resolution Image SynthesisCode1
Results of the 2020 fastMRI Challenge for Machine Learning MR Image ReconstructionCode1
Bayesian Image Reconstruction using Deep Generative ModelsCode1
Unpaired Image-to-Image Translation via Latent Energy TransportCode1
Learning Affinity-Aware Upsampling for Deep Image MattingCode1
Neural-Pull: Learning Signed Distance Functions from Point Clouds by Learning to Pull Space onto SurfacesCode1
Learning Multiscale Convolutional Dictionaries for Image ReconstructionCode1
Noise Conscious Training of Non Local Neural Network powered by Self Attentive Spectral Normalized Markovian Patch GAN for Low Dose CT DenoisingCode1
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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