Valuing cultural ecosystem services combining deep learning and benefit transfer approach

Social Media Image and Computer Vision Method Application in Landscape Studies: A Systematic Literature Review

“…Deep learning-based tasks, such as image classification and segmentation, enable researchers to adjust the model through transfer learning to make it more suitable for their studies. However, transfer learning applicability is based on adequate similarity between the initial classification task and the task to which the transfer learning methods are applied [96]. The automatic analysis accuracy reported by current studies using transfer learning is not as stable as the accuracy of studies that directly use pretrained models provided by commercial services.…”