Sentence examples for for supervision transfer from inspiring English sources

Fig. 2 Architecture for supervision transfer.

We show detailed experimental results for supervision transfer from RGB to depth images compared with fine-tuning with depth images, as shown in Fig. 13.

a F-measure scores on the NLPR dataset for evaluation of the supervision transfer (ST) strategy and the fine-tuning (FT) strategy.

We use a CNN similar to the Clarifai model for saliency detection with a pre-training using supervision transfer [30] for limited labelled depth images.

Due to the "data-hungry" nature of CNNs, the existing training data is insufficient for training; therefore, we employed supervision transfer to resolve this issue.

Supervision transfer here allows for transfer of supervision at arbitrary semantic levels.

The fine-tuning task adapts the last soft-max layer to the same modality data, while the supervision transfer happens at the arbitrary internal layer for a new image modality.

From the results on NLPR dataset in Fig. 13, we can conclude that supervision transfer outperforms the conventional fine-tuning method, which validates the effectiveness of the proposed supervision transfer approach for saliency detection.

The supervision transfer occurs at the penultimate layer of the global context model.

However, the fine-tuning task and the supervision transfer task have disparity in the following aspects.

In contrast, supervision transfer here tackles the problem of domain adaptation across different modalities.