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20122026
most citedDeepWeeds: A Multiclass Weed Species Image Dataset for Deep Learning

531 citations · 1.6k across the 49 of their papers we have counts for

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Showing 2022Show all

11 papers · 1 filter

cs.CV2022★ 93 cited

Adaptive deep learning framework for robust unsupervised underwater image enhancement

Alzayat Saleh, Marcus Sheaves, Dean Jerry +1

One of the main challenges in deep learning-based underwater image enhancement is the limited availability of high-quality training data. Underwater images are difficult to capture…

cs.CV2022★ 1 cited

A lightweight Transformer-based model for fish landmark detection

Alzayat Saleh, David Jones, Dean Jerry +1

Transformer-based models, such as the Vision Transformer (ViT), can outperform onvolutional Neural Networks (CNNs) in some vision tasks when there is sufficient training data. Howe…

cs.LG2022★ 59 cited

Ensemble Machine Learning Model Trained on a New Synthesized Dataset Generalizes Well for Stress Prediction Using Wearable Devices

Gideon Vos, Kelly Trinh, Zoltan Sarnyai +1

Introduction. We investigate the generalization ability of models built on datasets containing a small number of subjects, recorded in single study protocols. Next, we propose and…

cs.AI2022★ 161 cited

Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review

Gideon Vos, Kelly Trinh, Zoltan Sarnyai +1

Introduction. The stress response has both subjective, psychological and objectively measurable, biological components. Both of them can be expressed differently from person to per…

cs.ET2022★ 43 cited

Seizure Detection and Prediction by Parallel Memristive Convolutional Neural Networks

Chenqi Li, Corey Lammie, Xuening Dong +3

During the past two decades, epileptic seizure detection and prediction algorithms have evolved rapidly. However, despite significant performance improvements, their hardware imple…

cs.CV2022★ 4 cited

Applications of Deep Learning in Fish Habitat Monitoring: A Tutorial and Survey

Alzayat Saleh, Marcus Sheaves, Dean Jerry +1

Marine ecosystems and their fish habitats are becoming increasingly important due to their integral role in providing a valuable food source and conservation outcomes. Due to their…