Mathias Unberath
16 papers · 2020–2026 · 5 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver π Academic Marathon Β· Sprint π Conference Polyglot Β· Silver π£ Hot Topic Early Bird πΊοΈ Taxonomy Completionist (30)
π
Keyword Champion
(2)
π§¬
Topic Evolution
ποΈ
Keyword Collector
(60)
π₯
Unstoppable Β· Bronze
π
Conference Pioneer
π
Century Club Β· Bronze
Venues
Top co-authors
Research topics
Computer Vision
(7)
Analysis
(7)
Deep Learning
(6)
Machine Learning
(4)
Core Methods
(4)
Artificial Intelligence
(3)
Core AI
(3)
Learning Types Β· Deep Learning
(3)
Learning Types Β· Machine Learning
(2)
Processing
(2)
Techniques
(2)
Healthcare & Medicine
(1)
Application Areas Β· Deep Learning
(1)
Application Areas Β· Machine Learning
(1)
Architectures
(1)
Keywords
3d reconstruction
(3)
reasoning segmentation
(2)
deep neural network
(2)
causal inference
(2)
depth estimation
(2)
video segmentation
(2)
digital twin
(2)
feature extraction
(1)
model robustness
(1)
domain generalization
(1)
point cloud registration
(1)
motion estimation
(1)
self-supervised learning
(1)
knowledge distillation
(1)
disparity estimation
(1)
image segmentation
(1)
scene reconstruction
(1)
structure from motion
(1)
embodied ai
(1)
point cloud
(1)
Papers
Causality-Driven Audits of Model Robustness
WACV 2026
Fast Reasoning Segmentation for Images and Videos
CVPR 2026
Feeling the Stakes: Realism and Ecological Validity in User Research for Computer-Assisted Interventions
MICCAI 2025
FluoroSAM: A Language-promptable Foundation Model for Flexible X-ray Image Segmentation
MICCAI 2025
Online Reasoning Video Segmentation with Just-in-Time Digital Twins
ICCV 2025
Operating Room Workflow Analysis via Reasoning Segmentation over Digital Twins
MICCAI 2025
FastSAM3D: An Efficient Segment Anything Model for 3D Volumetric Medical Images
MICCAI 2024
Misjudging the Machine: Gaze May Forecast Human-Machine Team Performance in Surgery
MICCAI 2024
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-Centric Learning
WACV 2024
Mapping DNN Embedding Manifolds for Network Generalization Prediction
WACV 2023
Neuralangelo: High-Fidelity Neural Surface Reconstruction
CVPR 2023
Temporally Consistent Online Depth Estimation in Dynamic Scenes
WACV 2023
Context-Enhanced Stereo Transformer
ECCV 2022
Neighborhood Normalization for Robust Geometric Feature Learning
CVPR 2021
Revisiting Stereo Depth Estimation From a Sequence-to-Sequence Perspective With Transformers
ICCV 2021
Extremely Dense Point Correspondences Using a Learned Feature Descriptor
CVPR 2020