Detecting object boundaries using focus, zoom, shadows, and active probing
نویسندگان
چکیده
Our goal is to give our robot the perceptual abilities it needs to actively resolve ambiguity in its environment, when the passive vision algorithms it uses fail. A key example of this is figure/ground separation [2]. By equipping our robot with a camera with a narrow, controllable depth of field, the robot can bring a questionable edge into focus and blur out distracting background. By giving it the ability to zoom, the robot can look closely around the edge for hints of texture (see Figure 1). And finally, by bringing its manipulator into view, it can physically probe regions and cast its own controlled shadows.
منابع مشابه
Dynamic Active Search for quick object detection with pan-tilt-zoom camera
This paper proposes a search method for detecting known objects quickly in 3D environments with a pan-tilt-zoom camera. In our previous work, we proposed an algorithm named Active Search that greatly reduces the number of calculations required to obtain a match between a reference object and an input image using color histograms. Here, we describe two improvements we have made to Active Search ...
متن کاملQuick Object Detection and Localization using Dynamic Active Search
Abstract:This paper proposes a method for detecting known objects quickly in 3D environments and estimating the object positions with multiple pan-tilt-zoom cameras. Our search method, Dynamic Active Search, reduces the number of camera operations by predicting the existence of a target in wide angles, zooming in on a promising area, and confirming the target. Even when many reference images ta...
متن کاملRemoving car shadows in video images using entropy and Euclidean distance features
Detecting car motion in video frames is one of the key subjects in computer vision society. In recent years, different approaches have been proposed to address this issue. One of the main challenges of developed image processing systems for car detection is their shadows. Car shadows change the appearance of them in a way that they might seem stitched to other neighboring cars. This study aims ...
متن کاملMeasuring Time-To-Contact Using Active Camera Control
In this paper we use a simple, active-camera model to estimate the time-to-contact (TTC) of a moving object. We estimate TTC by enforcing a \uniform scale" constraint on the moving object. By actively adjusting the focal length of the pinhole model, the projected object maintains a xed image scale regardless of its motion. These adjustments on the ideal pinhole focal length are translated into ...
متن کاملQuick 3D Object Detection and Localization by Dynamic Active Search with Multiple Active Cameras
This paper proposes a method for detecting known objects in 3D environments and estimating their positions with multiple pan-tilt-zoom cameras. Our search method, Dynamic Active Search, reduces the number of camera operations by predicting the existence of a target in wide angles, zooming-in a promising area, and confirming the target. Even when many reference images taken under various object ...
متن کامل