SOTAVerified

Image Reconstruction

Papers

Showing 201250 of 2143 papers

TitleStatusHype
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive TransformerCode1
Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed SensingCode1
Unsupervised Change Detection Based on Image Reconstruction LossCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
Monitored Distillation for Positive Congruent Depth CompletionCode1
How to Robustify Black-Box ML Models? A Zeroth-Order Optimization PerspectiveCode1
A Deep Learning Framework to Reconstruct Face under MaskCode1
High-fidelity GAN Inversion with Padding SpaceCode1
A Differentiable Two-stage Alignment Scheme for Burst Image Reconstruction with Large ShiftCode1
SKM-TEA: A Dataset for Accelerated MRI Reconstruction with Dense Image Labels for Quantitative Clinical EvaluationCode1
Towards performant and reliable undersampled MR reconstruction via diffusion model samplingCode1
Unrolled Primal-Dual Networks for Lensless CamerasCode1
Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image ReconstructionCode1
Deep, Deep Learning with BARTCode1
Computing Multiple Image Reconstructions with a Single HypernetworkCode1
UncertaINR: Uncertainty Quantification of End-to-End Implicit Neural Representations for Computed TomographyCode1
A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep DenoisersCode1
MINER: Multiscale Implicit Neural RepresentationsCode1
Feature-Style Encoder for Style-Based GAN InversionCode1
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature VerificationCode1
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkCode1
SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud RemovalCode1
Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks?Code1
Unsupervised Domain Adaptation for Cross-Modality Retinal Vessel Segmentation via Disentangling Representation Style Transfer and Collaborative Consistency LearningCode1
Image Dehazing Transformer With Transmission-Aware 3D Position EmbeddingCode1
Modeling Mask Uncertainty in Hyperspectral Image ReconstructionCode1
ADJUST: A Dictionary-Based Joint Reconstruction and Unmixing Method for Spectral TomographyCode1
Towards End-to-End Image Compression and Analysis with TransformersCode1
Learned Half-Quadratic Splitting Network for MR Image ReconstructionCode1
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical FlowCode1
Specificity-Preserving Federated Learning for MR Image ReconstructionCode1
Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstructionCode1
Human Pose Manipulation and Novel View Synthesis using Differentiable RenderingCode1
L-Verse: Bidirectional Generation Between Image and TextCode1
SUB-Depth: Self-distillation and Uncertainty Boosting Self-supervised Monocular Depth EstimationCode1
SyMetric: Measuring the Quality of Learnt Hamiltonian Dynamics Inferred from VisionCode1
Efficient approximation of Jacobian matrices involving a non-uniform fast Fourier transform (NUFFT)Code1
TranSMS: Transformers for Super-Resolution Calibration in Magnetic Particle ImagingCode1
An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural RepresentationCode1
Self-Validation: Early Stopping for Single-Instance Deep Generative PriorsCode1
Deep multi-modal aggregation network for MR image reconstruction with auxiliary modalityCode1
Vector-quantized Image Modeling with Improved VQGANCode1
Self-Supervised Learning for MRI Reconstruction with a Parallel Network Training FrameworkCode1
Image Compression with Recurrent Neural Network and Generalized Divisive NormalizationCode1
Digging into Uncertainty in Self-supervised Multi-view StereoCode1
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution ShiftsCode1
NeRP: Implicit Neural Representation Learning with Prior Embedding for Sparsely Sampled Image ReconstructionCode1
Improving generative adversarial network inversion via fine-tuning GAN encodersCode1
A Simple and Efficient Reconstruction Backbone for Snapshot Compressive ImagingCode1
Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the WildCode1
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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