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Using supervision: Support or surveillance? [PDF]
, 2007 This is the author's pdf version of an book chapter published by SAGE© 2007.This chapter will analyse supervision of staff in relation to developmental and managerial functions; argue that pressures on social services organisations have ensured that the ...
Peach, Jeremy, Horner, Nigel
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Mitigating Source Bias for Fairer Weak Supervision [PDF]
, 2023 Weak supervision enables efficient development of training sets by reducing the need for ground truth labels. However, the techniques that make weak supervision attractive -- such as integrating any source of signal to estimate unknown labels -- also ...
Shin, Changho +3 more
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The Weak Supervision Landscape
, 2022 Many ways of annotating a dataset for machine learning classification tasks that go beyond the usual class labels exist in practice. These are of interest as they can simplify or facilitate the collection of annotations, while not greatly affecting the ...
Perello-Nieto, Miquel +5 more
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IEEE Access, 2020 Weakly-supervised semantic segmentation is a challenging task as it outputs pixel-level predictions from weaker labels. Segmentation with weaker labels is an important research area since it can significantly reduce human annotation efforts by ...
Mingsi Tong +4 more
doaj +1 more source
Training Subset Selection for Weak Supervision [PDF]
, 2023 Existing weak supervision approaches use all the data covered by weak signals to train a classifier. We show both theoretically and empirically that this is not always optimal.
Sontag, David +2 more
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Applied SciencesFace segmentation is a critical component in new media post-production, enabling the precise separation of facial regions from complex backgrounds at the pixel level.
Baihui Tang, Sanxing Cao
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DoMars16k: A Diverse Dataset for Weakly Supervised Geomorphologic Analysis on Mars
Remote Sensing, 2020 Mapping planetary surfaces is an intricate task that forms the basis for many geologic, geomorphologic, and geographic studies of planetary bodies. In this work, we present a method to automate a specific type of planetary mapping, geomorphic mapping ...
Thorsten Wilhelm +6 more
doaj +1 more source
Weakly Supervised Perennial Weed Detection in a Barley Field
Remote Sensing, 2023 In the field of precision agriculture, weed detection models combined with selective spraying by ground or aerial robotics are seen as promising approaches for increasing yield harvests while simultaneously minimizing herbicide use. The available labeled
Leon-Friedrich Thomas +2 more
doaj +1 more source
Volumetric Weak Supervision for Semantic Segmentation [PDF]
, 2022 Semantic segmentation is a popular task in computer vision. Fully supervised methods are data hungry, they require pixel precise annotations for thousands of images.
Bashar, Sharhad
core
Referral Patterns and Diagnostic Timeliness in Pediatric Cancer: A Hospital‐Based Study in Indonesia
Pediatric Blood &Cancer, EarlyView.ABSTRACT Background Timely diagnosis and treatment are critical for improving survival among children with cancer. In low‐ and middle‐income countries (LMICs), delays are common and may be influenced by fragmented referral pathways and diagnostic limitations.
Nur Melani Sari +5 more
wiley +1 more source