Search Results - "Ochal, Mateusz"

Few-Shot Learning With Class Imbalance by Ochal, Mateusz, Patacchiola, Massimiliano, Vazquez, Jose, Storkey, Amos, Wang, Sen

“…Few-Shot Learning (FSL) algorithms are commonly trained through Meta-Learning (ML), which exposes models to batches of tasks sampled from a meta-dataset to…”
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EOL: Transductive Few-Shot Open-Set Recognition by Enhancing Outlier Logits by Ochal, Mateusz, Patacchiola, Massimiliano, Boudiaf, Malik, Wang, Sen

“…In Few-Shot Learning (FSL), models are trained to recognise unseen objects from a query set, given a few labelled examples from a support set. In standard FSL,…”
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Prediction-Guided Distillation for Dense Object Detection by Yang, Chenhongyi, Ochal, Mateusz, Storkey, Amos, Crowley, Elliot J

“…Real-world object detection models should be cheap and accurate. Knowledge distillation (KD) can boost the accuracy of a small, cheap detection model by…”
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A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification by Ochal, Mateusz, Vazquez, Jose, Petillot, Yvan, Wang, Sen

“…Deep convolutional neural networks generally perform well in underwater object recognition tasks on both optical and sonar images. Many such methods require…”
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How Sensitive are Meta-Learners to Dataset Imbalance? by Ochal, Mateusz, Patacchiola, Massimiliano, Storkey, Amos, Vazquez, Jose, Wang, Sen

“…Meta-Learning (ML) has proven to be a useful tool for training Few-Shot Learning (FSL) algorithms by exposure to batches of tasks sampled from a meta-dataset…”
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Few-Shot Learning with Class Imbalance by Ochal, Mateusz, Patacchiola, Massimiliano, Storkey, Amos, Vazquez, Jose, Wang, Sen

“…Few-Shot Learning (FSL) algorithms are commonly trained through Meta-Learning (ML), which exposes models to batches of tasks sampled from a meta-dataset to…”
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Tendon Variations of the Flexor Digitorum Superficialis of the Little Finger in Cadaveric and Physical Examination Evaluations by Pękala, Jakub R., Zarzecki, Michał P., Pękala, Przemysław A., Ochał, Mateusz, Walocha, Jerzy A., Tomaszewski, Krzysztof A.

“…Introduction Flexor digitorum superficialis (FDS) is located in the intermediate layer of the forearm muscles. Typically, it consists of four tendons that…”
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A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification by Ochal, Mateusz, Vazquez, Jose, Petillot, Yvan, Wang, Sen

“…Deep convolutional neural networks generally perform well in underwater object recognition tasks on both optical and sonar images. Many such methods require…”
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Defining Benchmarks for Continual Few-Shot Learning by Antoniou, Antreas, Patacchiola, Massimiliano, Ochal, Mateusz, Storkey, Amos

“…Both few-shot and continual learning have seen substantial progress in the last years due to the introduction of proper benchmarks. That being said, the field…”
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