A 3D ResNet-50 video classifier trained on a small dashcam dataset reaches 0.88 validation F1 for four forestry work elements, with acknowledged overfitting and limited data.
Computer vision as a tool for forestry.https://www.diva-portal.org/smash/ get/diva2:1323733/FULLTEXT01.pdf, 2019
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Spatiotemporal Analysis of Forest Machine Operations Using 3D Video Classification
A 3D ResNet-50 video classifier trained on a small dashcam dataset reaches 0.88 validation F1 for four forestry work elements, with acknowledged overfitting and limited data.