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cs.CV2024
Adaptive Label Smoothing for Out-of-Distribution Detection
Mingle Xu, Jaehwan Lee, Sook Yoon +1
Out-of-distribution (OOD) detection, which aims to distinguish unknown classes from known classes, has received increasing attention recently. A main challenge within is the unavai…
cs.CV2023
Plant Disease Recognition Datasets in the Age of Deep Learning: Challenges and Opportunities
Mingle Xu, Ji Eun Park, Jaehwan Lee +2
Plant disease recognition has witnessed a significant improvement with deep learning in recent years. Although plant disease datasets are essential and many relevant datasets are p…
cs.CV2023
Embrace Limited and Imperfect Training Datasets: Opportunities and Challenges in Plant Disease Recognition Using Deep Learning
Mingle Xu, Hyongsuk Kim, Jucheng Yang +5
Recent advancements in deep learning have brought significant improvements to plant disease recognition. However, achieving satisfactory performance often requires high-quality tra…