Essays about: "Self Supervision"
Showing result 1 - 5 of 32 essays containing the words Self Supervision.
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1. Self-Supervised Learning for Tabular Data: Analysing VIME and introducing Mix Encoder
University essay from Lunds universitet/Fysiska institutionenAbstract : We introduce Mix Encoder, a novel self-supervised learning framework for deep tabular data models based on Mixup [1]. Mix Encoder uses linear interpolations of samples with associated pretext tasks to form useful pre-trained representations. READ MORE
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2. Understanding the Robustnessof Self Supervised Representations
University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknikAbstract : This work investigates the robustness of learned representations of self-supervised learn-ing approaches, focusing on distribution shifts in computer vision. Joint embedding architecture and method-based self-supervised learning approaches have shown advancesin learning representations in a label-free manner and efficient knowledge transfer towardreducing human annotation needs. READ MORE
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3. Image-Based Classification Solutions for Robust Automated Molecular Biology Labs
University essay from KTH/Medicinteknik och hälsosystemAbstract : Single-cell genomics (SCG) are methods for investigating heterogeneity between biological cells, among these is Smart-seq which sequences from RNA molecules. A more recent version of this method is Smart-seq3xpress which is currently in the process of being automated by the Sandberg lab at Karolinska Institutet. READ MORE
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4. The experiences of children and adolescents living with obesity : A descriptive literature review
University essay from Högskolan i Gävle/Avdelningen för vårdvetenskapAbstract : Background: Obesity is a common metabolic disorder, which occurs in children andadolescents, and has attracted more and more attention. Obese children and adolescentsare experiencing multiple impacts from physical, psychological, and social aspects, andneed to improve their self-care ability and quality of life. READ MORE
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5. Development of a Digital Coaching Application with Automated Mistake Identification using a Multi-Sensor Configuration
University essay from KTH/Medicinteknik och hälsosystemAbstract : Home-based exercise is a popular physical activity of maintaining fitness, health andwellness in general. However, without proper supervision and basic knowledge of theexercises in the workout plan, there is an increased risk of injury. READ MORE
