MICCAI 2022 Singapore
MICCAI 2022
Singapore
Papers
573
Unique Authors
2,621
With Code
58.6%
Avg Review Score
5.3 / 8

Browse all 573 papers from 2022 in the searchable list.

Semantic Map

573 papers in 20 research clusters

specter2 embeddings → UMAP. Click a point to open the paper.

By cluster

Topics & Authors

Top Subject Areas

Top 20 by paper count

Top 20 Authors

By paper count

Review Analysis

Review Score Distribution

Raw 1-8 scale (2022 scoring)

Reviewer Disagreement

Max − min score per paper

Code & Research Trends

Code Availability by Subject Area

Areas with ≥ 8 papers

58.6% overall

Research Buzzword Frequency

Matched against title + abstract (may overlap)

Co-authorship Network

Authors with ≥ 4 papers at MICCAI 2022

Node size = paper count. Edge = shared authorship. Color = detected collaboration community; disconnected groups are laid out separately so they don't overlap the main cluster. Drag a node to reposition it, drag the background to pan, scroll to zoom.

Paper Title Patterns

Title length and most common first words

Articles and prepositions excluded from first-word count

Title & Author Extremes

Longest Titles
  1. Deep-learning Based T1 and T2 Quantification from Undersampled Magnetic Resonance Finge… 20 words
  2. Did You Get What You Paid For? Rethinking Annotation Cost of Deep Learning Based Comput… 20 words
  3. BMD-GAN: Bone mineral density estimation using x-ray image decomposition into projectio… 19 words
  4. SUPER-IVIM-DC: Intra-voxel incoherent motion based Fetal lung maturity assessment from … 19 words
  5. Denoising of 3D MR images using a voxel-wise hybrid residual MLP-CNN model to improve s… 18 words
Shortest Titles
  1. Transformer Lesion Tracker 3 words
  2. Privacy Preserving Image Registration 4 words
  3. Opinions Vary? Diagnosis First! 4 words
  4. Morphology-Aware Interactive Keypoint Estimation 4 words
  5. D'ARTAGNAN: Counterfactual Video Generation 4 words
Most Authors
  1. Prognostic Imaging Biomarker Discovery in Survival Analysis for Idiopathic Pulmonary Fibrosis 19 authors
  2. LIDP: A Lung Image Dataset with Pathological Information for Lung Cancer Screening 16 authors
  3. Fast Unsupervised Brain Anomaly Detection and Segmentation with Diffusion Models 15 authors
  4. Multi-institutional Investigation of Model Generalizability for Virtual Contrast-enhanc… 15 authors
  5. DeepCRC: Colorectum and Colorectal Cancer Segmentation in CT Scans via Deep Colorectal … 14 authors

Top Papers

Top 20 Papers (Overall)

Ranked by mean reviewer score (1-8 scale)

# Title Subject Area Mean Reviewer
Score (Scores)		 Presentation Early Accept?
1 Discrepancy and Gradient-guided Multi-Modal Knowledge Distillation for Pathological Glioma Grading Computer Aided Diagnosis 7.33 (7, 8, 7) Oral ✓
2 Multimodal-GuideNet: Gaze-Probe Bidirectional Guidance in Obstetric Ultrasound Scanning Integration of Imaging with Non-Imaging Biomarkers 7.33 (7, 8, 7) Oral ✓
3 Deep Learning-based Facial Appearance Simulation Driven by Surgically Planned Craniomaxillofacial Bony Movement Interpretability / Explainability 7.00 (7, 6, 8) Oral ✓
4 Deep Motion Network for Freehand 3D Ultrasound Reconstruction Image Reconstruction 7.00 (8, 7, 6) Oral ✓
5 Hybrid Graph Transformer for Tissue Microstructure Estimation with Undersampled Diffusion MRI Data Computational Anatomy and Physiology 7.00 (7, 7, 7) Poster ✓
6 Identify Consistent Imaging Genomic Biomarkers for Characterizing the Survival-associated Interactions between Tumor-infiltrating Lymphocytes and Tumors Computational (Integrative) Pathology 7.00 (7, 7, 7) Oral ✓
7 Reliability-aware Contrastive Self-ensembling for Semi-supervised Medical Image Classification Semi-/Weakly-/Un-/Self-supervised representation learning 7.00 (8, 7, 6) Poster ✓
8 TMSS: An End-to-End Transformer-based Multimodal Network for Segmentation and Survival Prediction Computer Aided Diagnosis 7.00 (6, 7, 8) Poster ✗
9 A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000 Computer Aided Diagnosis 6.67 (7, 7, 6) Poster ✓
10 Fusing Modalities by Multiplexed Graph Neural Networks for Outcome Prediction in Tuberculosis Integration of Imaging with Non-Imaging Biomarkers 6.67 (7, 7, 6) Oral ✓
11 Implicit Neural Representations for Generative Modeling of Living Cell Shapes Other 6.67 (7, 7, 6) Oral ✓
12 Intra-class Contrastive Learning Improves Computer Aided Diagnosis of Breast Cancer in Mammography Computer Aided Diagnosis 6.67 (6, 7, 7) Oral ✓
13 Joint Modeling of Image and Label Statistics for Enhancing Model Generalizability of Medical Image Segmentation Image Reconstruction 6.67 (6, 8, 6) Poster ✓
14 Knowledge Distillation to Ensemble Global and Interpretable Prototype-based Mammogram Classification Models Computer Aided Diagnosis 6.67 (8, 7, 5) Poster ✓
15 Learning Robust Representation for Joint Grading of Ophthalmic Diseases via Adaptive Curriculum and Feature Disentanglement Computer Aided Diagnosis 6.67 (7, 6, 7) Poster ✓
16 Sensor Geometry Generalization to Untrained Conditions in Quantitative Ultrasound Imaging Image Reconstruction 6.67 (6, 7, 7) Poster ✓
17 TranSQ: Transformer-based Semantic Query for Medical Report Generation Computer Aided Diagnosis 6.67 (7, 7, 6) Oral ✓
18 DOMINO: Domain-aware Model Calibration in Medical Image Segmentation Image Segmentation 6.50 (8, 5) Oral ✓
19 Low-Resource Adversarial Domain Adaptation for Cross-Modality Nucleus Detection Histopathology 6.50 (6, 7, 6, 7) Poster ✓
20 Agent with Tangent-based Formulation and Anatomical Perception for Standard Plane Localization in 3D Ultrasound Reinforcement learning 6.33 (7, 5, 7) Poster ✓

Top 20 Papers (Rebuttal)

Papers with numeric post-rebuttal reviewer scores, ranked by mean post-rebuttal score. Reviewers who did not respond post-rebuttal keep their original score.

# Title Subject Area Mean Reviewer
Score (Scores)		 Presentation Mean Post-Rebuttal Score (Scores)
1 Learning self-calibrated optic disc and cup segmentation from multi-rater annotations Image Segmentation 6.00 (7, 7, 4) Poster 6.67 (7, 7, 6)
2 TMSS: An End-to-End Transformer-based Multimodal Network for Segmentation and Survival Prediction Computer Aided Diagnosis 7.00 (6, 7, 8) Poster 6.67 (5, 7, 8)
3 Decoupling Predictions in Distributed Learning for Multi-Center Left Atrial MRI Segmentation Model Generalizability 6.00 (7, 5) Poster 6.50 (7, 6)
4 ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration Image Registration 5.67 (6, 3, 8) Poster 6.33 (6, 5, 8)
5 LiftReg: Limited Angle 2D/3D Deformable Registration Image Registration 5.67 (7, 7, 3) Poster 6.33 (7, 7, 5)
6 Light-weight spatio-temporal graphs for segmentation and ejection fraction prediction in cardiac ultrasound Computer Aided Diagnosis 5.67 (4, 6, 7) Poster 6.33 (6, 6, 7)
7 Contrastive learning for echocardiographic view integration Other 6.00 (7, 4, 7) Oral 6.33 (7, 5, 7)
8 One-Shot Segmentation of Novel White Matter Tracts via Extensive Data Augmentation Image Segmentation 6.00 (5, 7, 6) Poster 6.33 (5, 7, 7)
9 Shape-based features of white matter fiber-tracts associated with outcome in Major Depression Disorder Computational Anatomy and Physiology 6.00 (5, 7, 6) Poster 6.33 (6, 7, 6)
10 ShapePU: A New PU Learning Framework Regularized by Global Consistency for Scribble Supervised Cardiac Segmentation Image Segmentation 6.00 (6, 6, 6) Poster 6.33 (6, 6, 7)
11 Swin-VoxelMorph: A Symmetric Unsupervised Learning Model for Deformable Medical Image Registration Using Swin Transformer Image Registration 6.33 (7, 7, 5) Poster 6.33 (7, 7, 5)
12 iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Image Segmentation 6.33 (5, 7, 7) Poster 6.33 (6, 7, 6)
13 Learning with Context Encoding for Single-Stage Cranial Bone Labeling and Landmark Localization Image Segmentation 5.00 (5, 3, 7) Poster 6.00 (5, 6, 7)
14 USPoint: Self-Supervised Interest Point Detection and Description for Ultrasound-Probe Motion Estimation during Fine-Adjustment Standard Fetal Plane Finding Image-Guided Interventions 5.00 (4, 7, 4) Poster 6.00 (6, 7, 5)
15 Deep Laparoscopic Stereo Matching with Transformers Image Analysis in Robot-Assisted Surgery 5.33 (7, 3, 6) Poster 6.00 (7, 5, 6)
16 Ensembled Prediction of Rheumatic Heart Disease from Ungated Doppler Echocardiography Acquired in Low-Resource Settings Computer Aided Diagnosis 5.33 (4, 7, 5) Poster 6.00 (5, 7, 6)
17 Multiple Instance Learning with Mixed Supervision in Gleason Grading Data efficient Learning 5.33 (6, 6, 4) Poster 6.00 (6, 7, 5)
18 Patch-wise Deep Metric Learning for Unsupervised Low-Dose CT Denoising Image Reconstruction 5.33 (6, 3, 7) Poster 6.00 (6, 5, 7)
19 mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation Image Segmentation 5.40 (7, 5, 4, 7, 4) Poster 6.00 (7, 7, 5, 7, 4)
20 Attentional Generative Multimodal Network for Neonatal Postoperative Pain Estimation Computer Aided Diagnosis 5.50 (7, 5, 4, 6) Poster 6.00 (7, 5, 6, 6)