A few-shot rare wildlife image classification method based on style migration data augmentation

Q Zhang, X Yi, J Guo, Y Tang, T Feng, R Liu - Ecological Informatics, 2023 - Elsevier
Camera traps are widely used in ecological studies to capture detailed shots because they
rarely disturb wildlife. However, camera traps can obtain only a small fraction of the images …

Nationwide law enforcement impact on the pet bird trade in China

Z Liang, S Hu, J Zhong, Q Wei… - Proceedings of the …, 2024 - National Acad Sciences
Conservation enforcement is a direct strategy to combat illegal wildlife trade in open
markets. Yet, its large-scale effectiveness has not been widely assessed due to the lack of …

Hierarchical image classification using transfer learning to improve deep learning model performance for amazon parrots

JI Kim, JW Baek, CB Kim - Scientific Reports, 2025 - nature.com
Numerous studies have proven the potential of deep learning models for classifying wildlife.
Such models can reduce the workload of experts by automating species classification to …

Deep learning-based image classification of turtles imported into Korea

JW Baek, JI Kim, CB Kim - Scientific Reports, 2023 - nature.com
Although turtles play a key role in maintaining healthy and balanced environments, these
are endangered due to global trade to meet the high demand for food, medicine, and pets in …

Automated classification in turtles genus Malayemys using ensemble multiview image based on improved YOLOv8 with CNN

W Songpan, T Chaianunporn, K Lomthaisong… - Scientific Reports, 2024 - nature.com
In Thailand, two snail-eating turtle species in the genus Malayemes (M. subtrijuga and M.
macrocephala) are protected animals in which smuggling and trading are illegal. Recently, a …

KRS-Net: a classification approach based on deep learning for koi with high similarity

Y Zheng, L Deng, Q Lin, W Xu, F Wang, J Li - Biology, 2022 - mdpi.com
Simple Summary The diversity of fish resources is an important component of biodiversity.
As a branch of fish, the diversity of koi varieties is conducive to improving the genetic quality …

深度学习在野生动物保护中的应用

钟俊杰, 钮冰, 陈沁, 陈翔, 王艳 - 兽类学报, 2023 - mammal.cn
野生动物是重要的生物资源之一, 但是人类活动的增加和自然环境的恶化严重威胁着野生动物的
生存. 而深度学习已经成为人工智能领域重点研究方向之一, 被广泛应用于各个学科领域 …

Application of deep learning in wildlife conservation

Z Junjie, NIU Bing, C Qin, C Xiang, W Yan - ACTA THERIOLOGICA …, 2023 - mammal.cn
Wildlife is one of the vital biological resources, but the increasing human activities and
environmental degradation pose a severe threat to the survival of wild animals. Deep …