Scale Normalized Image Pyramids With AutoFocus for Object Detection

We present an efficient foveal framework to perform object detection. A scale normalized image pyramid (SNIP) is generated that, like human vision, only attends to objects within a fixed size range at different scales. Such a restriction of objects' size during training affords better learning...

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Bibliographische Detailangaben

Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 7 vom: 12. Juli, Seite 3749-3766
1. Verfasser:	Singh, Bharat (VerfasserIn)
Weitere Verfasser:	Najibi, Mahyar, Sharma, Abhishek, Davis, Larry S
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2022
Zugriff auf das übergeordnete Werk:	IEEE transactions on pattern analysis and machine intelligence
Schlagworte:	Journal Article Research Support, Non-U.S. Gov't