SOTAVerified

Image Reconstruction

Papers

Showing 201250 of 2143 papers

TitleStatusHype
DEFT: Efficient Fine-Tuning of Diffusion Models by Learning the Generalised h-transformCode1
L-Verse: Bidirectional Generation Between Image and TextCode1
CE-VAE: Capsule Enhanced Variational AutoEncoder for Underwater Image EnhancementCode1
Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical imagesCode1
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image ReconstructionCode1
Improving generative adversarial network inversion via fine-tuning GAN encodersCode1
Modeling Mask Uncertainty in Hyperspectral Image ReconstructionCode1
HDR image reconstruction from a single exposure using deep CNNsCode1
Multi-Modal and Multi-Resolution Data Fusion for High-Resolution Cloud Removal: A Novel Baseline and BenchmarkCode1
IDF-CR: Iterative Diffusion Process for Divide-and-Conquer Cloud Removal in Remote-sensing ImagesCode1
DMFourLLIE: Dual-Stage and Multi-Branch Fourier Network for Low-Light Image EnhancementCode1
Exploiting Regional Information Transformer for Single Image DerainingCode1
Exploring Quasi-Global Solutions to Compound Lens Based Computational Imaging SystemsCode1
Gradient Origin NetworksCode1
Dynadiff: Single-stage Decoding of Images from Continuously Evolving fMRICode1
E-Calib: A Fast, Robust and Accurate Calibration Toolbox for Event CamerasCode1
EAGLE: An Edge-Aware Gradient Localization Enhanced Loss for CT Image ReconstructionCode1
E2PNet: Event to Point Cloud Registration with Spatio-Temporal Representation LearningCode1
Adversarial Robust Training of Deep Learning MRI Reconstruction ModelsCode1
Brain Captioning: Decoding human brain activity into images and textCode1
Efficient 3-D Near-Field MIMO-SAR Imaging for Irregular Scanning GeometriesCode1
Efficient approximation of Jacobian matrices involving a non-uniform fast Fourier transform (NUFFT)Code1
Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike FluctuationsCode1
Exact Diffusion Inversion via Bi-directional Integration ApproximationCode1
BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus DecodingCode1
Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature FusionCode1
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image ReconstructionCode1
A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow RemovalCode1
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkCode1
Event-based visual place recognition with ensembles of temporal windowsCode1
A Simple Adaptive Unfolding Network for Hyperspectral Image ReconstructionCode1
3D GAN Inversion with Pose OptimizationCode1
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography ImagesCode1
Neural Architecture Search for Compressed Sensing Magnetic Resonance Image ReconstructionCode1
Neural-Pull: Learning Signed Distance Functions from Point Clouds by Learning to Pull Space onto SurfacesCode1
Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstructionCode1
Noise Conscious Training of Non Local Neural Network powered by Self Attentive Spectral Normalized Markovian Patch GAN for Low Dose CT DenoisingCode1
Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image GenerationCode1
Active MR k-space Sampling with Reinforcement LearningCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
Generative Modeling in Sinogram Domain for Sparse-view CT ReconstructionCode1
OTRE: Where Optimal Transport Guided Unpaired Image-to-Image Translation Meets Regularization by EnhancingCode1
fastMRI: An Open Dataset and Benchmarks for Accelerated MRICode1
Perceptual Image Anomaly DetectionCode1
Physics-based Reconstruction Methods for Magnetic Resonance ImagingCode1
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance ImagingCode1
Fast MRI Reconstruction via Edge AttentionCode1
Feedback Network for Mutually Boosted Stereo Image Super-Resolution and Disparity EstimationCode1
Benchmarking MRI Reconstruction Neural Networks on Large Public DatasetsCode1
Beyond Learned Metadata-based Raw 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