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06/21/2023
Annotating Ambiguous Images: General Annotation Strategy for Image Classification with Real-World Biomedical Validation on Vertebral Fracture Diagnosis
While numerous methods exist to solve classification problems within cur...
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05/22/2023
Label Smarter, Not Harder: CleverLabel for Faster Annotation of Ambiguous Image Classification with Higher Quality
High-quality data is crucial for the success of machine learning, but la...
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07/28/2022
Automated Classification of Nanoparticles with Various Ultrastructures and Sizes
Accurately measuring the size, morphology, and structure of nanoparticle...
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07/13/2022
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation
High-quality data is necessary for modern machine learning. However, the...
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07/07/2021
Learning Stixel-based Instance Segmentation
Stixels have been successfully applied to a wide range of vision tasks i...
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06/30/2021
S2C2 - An orthogonal method for Semi-Supervised Learning on fuzzy labels
Semi-Supervised Learning (SSL) can decrease the amount of required label...
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07/30/2019
2D and 3D Segmentation of uncertain local collagen fiber orientations in SHG microscopy
Collagen fiber orientations in bones, visible with Second Harmonic Gener...
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04/02/2017