Transfer Learning for Olfactory Object Detection

24 Jan 2023  ·  Mathias Zinnen, Prathmesh Madhu, Peter Bell, Andreas Maier, Vincent Christlein ·

We investigate the effect of style and category similarity in multiple datasets used for object detection pretraining. We find that including an additional stage of object-detection pretraining can increase the detection performance considerably. While our experiments suggest that style similarities between pre-training and target datasets are less important than matching categories, further experiments are needed to verify this hypothesis.

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