Vector encoded bounding box regression for detecting remote-sensing objects with anchor-free methods
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Remote Sensing"
DOI: 10.1080/01431161.2020.1811918
Abstract: ABSTRACT We propose a novel convolutional neural network architecture used for detecting objects in high-resolution remote-sensing images. Different from previous detectors, our method is totally anchor-free. In the architecture, we design a new regression method… read more here.
Keywords: regression; vector encoded; bounding box; encoded bounding ... See more keywords
Detecting Individual-Tree Crown Regions from Terrestrial Laser Scans with an Anchor-Free Deep Learning Model
Sign Up to like & getrecommendations! Published in 2020 at "Canadian Journal of Remote Sensing"
DOI: 10.1080/07038992.2020.1861541
Abstract: Abstract Detecting individual-tree crowns provides a fundamental analysis unit bridging macro ecological patterns and micro physiological functions. This study adapted an anchor-free deep learning model, CenterNet, to detect individual crown locations and regions from dense… read more here.
Keywords: deep learning; free deep; individual tree; model ... See more keywords
ALODAD: An Anchor-Free Lightweight Object Detector for Autonomous Driving
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3166923
Abstract: Vision-based object detection is an essential component of autonomous driving. Because vehicles typically have limited on-board computing resources, a small-sized detection model is required. Simultaneously, high object detection accuracy and real-time inference detection speeds are… read more here.
Keywords: anchor free; free lightweight; detection; detector ... See more keywords
Anchor-Free Weapon Detection for X-Ray Baggage Security Images
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3205593
Abstract: Considering the real-time and high-precision requirements of image processing in X-ray baggage security screening; and problems such as the inflexibility and complex computation of anchor-based object detection, this paper introduces an anchor-free mode convolutional neural… read more here.
Keywords: anchor free; ray baggage; detection; method ... See more keywords
Anchor-Free Feature Aggregation Network for Instrument Detection in Endoscopic Surgery
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3250400
Abstract: Endoscopic endonasal approach has been widely used for removing various sellae tumors including pituitary adenomas, meningiomas, etc. While, performing these surgeries in such a narrow space with different instruments remains a challenge for surgeons, due… read more here.
Keywords: network; anchor free; feature; detection ... See more keywords
Current-Aided Multiple-AUV Cooperative Localization and Target Tracking in Anchor-Free Environments
Sign Up to like & getrecommendations! Published in 2023 at "IEEE/CAA Journal of Automatica Sinica"
DOI: 10.1109/jas.2022.105989
Abstract: In anchor-free environments, where no devices with known positions are available, the error growth of autonomous underwater vehicle (AUV) localization and target tracking is unbounded due to the lack of references and the accumulated errors… read more here.
Keywords: free environments; localization; localization target; anchor free ... See more keywords
Multiple Autonomous Underwater Vehicle Cooperative Localization in Anchor-Free Environments
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Journal of Oceanic Engineering"
DOI: 10.1109/joe.2019.2935516
Abstract: The localization of autonomous underwater vehicles (AUVs) in anchor-free environments has always been a difficult problem due to the lack of global positioning systems and absolute references. In general, AUVs localize themselves by dead reckoning… read more here.
Keywords: communication costs; localization; autonomous underwater; free environments ... See more keywords
A Light Anchor-Free Detection Network for Remote Sensing Images via Heatmap-Saliency Distillation
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2021.3129840
Abstract: Object detection in remote sensing (RS) images is a challenging task because of complex background and multi-scale objects. Recently, much research has been devoted to improving detection accuracy, but they ignore the speed and memory… read more here.
Keywords: sensing images; anchor free; light anchor; detection ... See more keywords
An Anchor-Free Vehicle Detection Algorithm in Aerial Image Based on Context Information and Transformer
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3202186
Abstract: Vehicle detection in the aerial image is an essential and challenging task widely used in industry and agriculture. Deep learning technology has recently achieved rapid development and good object detection results. However, the background of… read more here.
Keywords: information; aerial image; anchor free; vehicle detection ... See more keywords
OFCOS: An Oriented Anchor-Free Detector for Ship Detection in Remote Sensing Images
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2023.3252572
Abstract: Ship detection is a significant and challenging task in remote sensing. At present, anchor-based ship detectors have achieved remarkable results, but they require introducing additional parameters and their performance is easily affected by the size… read more here.
Keywords: remote sensing; anchor free; detection; detector ... See more keywords
R2YOLOX: A Lightweight Refined Anchor-Free Rotated Detector for Object Detection in Aerial Images
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Geoscience and Remote Sensing"
DOI: 10.1109/tgrs.2022.3215472
Abstract: Existing anchor-based rotated object detection methods have achieved some amazing results, but these methods require some manual preset anchors, which not only introduce additional hyperparameters but also introduce extra computational burdens. Due to the above… read more here.
Keywords: anchor free; free rotated; detection; object detection ... See more keywords