SOTAVerified

Image Reconstruction

Papers

Showing 101125 of 2143 papers

TitleStatusHype
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography ImagesCode1
Exploiting Regional Information Transformer for Single Image DerainingCode1
GAM-Depth: Self-Supervised Indoor Depth Estimation Leveraging a Gradient-Aware Mask and Semantic ConstraintsCode1
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion ModelCode1
Towards Eliminating Hard Label Constraints in Gradient Inversion AttacksCode1
Image2Points:A 3D Point-based Context Clusters GAN for High-Quality PET Image ReconstructionCode1
Through-Wall Imaging based on WiFi Channel State InformationCode1
Structure from Duplicates: Neural Inverse Graphics from a Pile of ObjectsCode1
Boosting Spike Camera Image Reconstruction from a Perspective of Dealing with Spike FluctuationsCode1
SPECAT: SPatial-spEctral Cumulative-Attention Transformer for High-Resolution Hyperspectral Image ReconstructionCode1
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image ReconstructionCode1
Hyperspectral Image Reconstruction via Combinatorial Embedding of Cross-Channel Spatio-Spectral CluesCode1
Portrait Diffusion: Training-free Face Stylization with Chain-of-PaintingCode1
E2PNet: Event to Point Cloud Registration with Spatio-Temporal Representation LearningCode1
Latent Diffusion Prior Enhanced Deep Unfolding for Snapshot Spectral Compressive ImagingCode1
RPCANet: Deep Unfolding RPCA Based Infrared Small Target DetectionCode1
Learning Robust Deep Visual Representations from EEG Brain RecordingsCode1
k-t CLAIR: Self-Consistency Guided Multi-Prior Learning for Dynamic Parallel MR Image ReconstructionCode1
Provable Probabilistic Imaging using Score-Based Generative PriorsCode1
CMRxRecon: An open cardiac MRI dataset for the competition of accelerated image reconstructionCode1
FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly DetectionCode1
RawHDR: High Dynamic Range Image Reconstruction from a Single Raw ImageCode1
Modality Cycles with Masked Conditional Diffusion for Unsupervised Anomaly Segmentation in MRICode1
Steerable Conditional Diffusion for Out-of-Distribution Adaptation in Medical Image ReconstructionCode1
Score-Based Generative Models for PET 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