2018 IEEE Winter Conference on Applications of Computer Vision (WACV) 2018
DOI: 10.1109/wacv.2018.00168
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Ensemble Knowledge Transfer for Semantic Segmentation

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Cited by 82 publications
(33 citation statements)
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“…The Aeroscapes dataset is an aerial semantic segmentation benchmark dataset that was collected using a DJI Phantom 3 fleet of drones between the altitudes of 5 and 50 m [78]. The dataset consisted of 3269 720p non-sequential images and their respective 11 class annotations.…”
Section: Vehicle Detection and Segmentation Datasetmentioning
confidence: 99%
See 1 more Smart Citation
“…The Aeroscapes dataset is an aerial semantic segmentation benchmark dataset that was collected using a DJI Phantom 3 fleet of drones between the altitudes of 5 and 50 m [78]. The dataset consisted of 3269 720p non-sequential images and their respective 11 class annotations.…”
Section: Vehicle Detection and Segmentation Datasetmentioning
confidence: 99%
“…These constraints depleted an already scarce pool of candidate datasets, reducing it to few multi-class segmentation datasets. For object detection, we used the Aeroscapes dataset [78] and collected additional UAV data of vehicles using a fixed wing UAV for further testing purposes. Vehicle tracking and speed estimation were assessed using the Karlsruhe Institute for Technology Aerial Image Sequences (KIT AIS) dataset [79].…”
mentioning
confidence: 99%
“…Direct interaction of drones can be implemented in the following positions: Thanks to the cameras, drones will be able to transmit images to the staff monitors who need to assess the environment. However, these cameras can also be used for positioning on terrain and overcoming visible obstacles (Nigam et al, 2018). Cameras may be also used for direct positioning among other drones.…”
Section: Interaction Of Drones In Its Suit Modelmentioning
confidence: 99%
“…Semantic segmentation plays a very important role in understanding and interpreting a scene, we can use semantic segmentation in space research for detecting inter-galactic activities and enhance their knowledge. [20] considers an ensemble model incorporating knowledge transfer based on drones for the semantic segmentation of aerial images. The Passive Aggressive(PA) algorithm is popular for the online update of models.…”
Section: Related Workmentioning
confidence: 99%