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.
3d-cnn-based fused feature maps with lstm applied to action recognition
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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.