A novel sliding window based object detection method is proposed. The sliding stride is adaptive to the content of subimages.

Highlights · A novel sliding window based object detection method is proposed. · The sliding stride is adaptive to the content of subimages. · Apply sparsely ...

That is, a high response of current sliding window generates small strides for the subsequent sliding windows in both horizontal and vertical directions, which ...

HighlightsA novel sliding window based object detection method is proposed.The sliding stride is adaptive to the content of subimages.Apply sparsely sampling on ...

This approach can lead to excessively redundant computation since target object instances are relatively rare events compared to non-objects of the background.

... flexible sliding windows with adaptive (instead of unchanged) pixel strides. We call the proposed method as ASW. (adaptive sliding window). ASW is able to ...

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Jan 31, 2024 · Sliding Window Attention is a dynamic process that facilitates the understanding of sequential or spatial data by selectively attending to local regions.

We demonstrate the effectiveness of the proposed Run-time Adaptive Sliding Window (RASW) in improving the performance of Viola-Jones object detection by ...

Flexible sliding windows with adaptive pixel strides. X Jiang, Y Pang, J Pan, X Li. Signal Processing 110, 37-45, 2015. 14, 2015. Joint attention-guided feature ...