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3D Object Class Detection in the Wild [PDF]

open access: yes, 2015
Object class detection has been a synonym for 2D bounding box localization for the longest time, fueled by the success of powerful statistical learning techniques, combined with robust image representations.
Gehler, Peter   +4 more
core   +1 more source

CenterNet: Keypoint Triplets for Object Detection [PDF]

open access: yesIEEE International Conference on Computer Vision, 2019
In object detection, keypoint-based approaches often experience the drawback of a large number of incorrect object bounding boxes, arguably due to the lack of an additional assessment inside cropped regions. This paper presents an efficient solution that
Kaiwen Duan   +5 more
semanticscholar   +1 more source

Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection [PDF]

open access: yesComputer Vision and Pattern Recognition, 2022
This study addresses the issue of fusing infrared and visible images that appear differently for object detection. Aiming at generating an image of high visual quality, previous approaches discover commons underlying the two modalities and fuse upon the ...
Jinyuan Liu   +6 more
semanticscholar   +1 more source

Multi-Oriented Object Detection in High-Resolution Remote Sensing Imagery Based on Convolutional Neural Networks with Adaptive Object Orientation Features

open access: yesRemote Sensing, 2022
In high-resolution earth observation systems, object detection in high spatial resolution remote sensing images (HSRIs) is the key technology for automatic extraction, analysis and understanding of image information.
Zhipeng Dong   +5 more
doaj   +1 more source

Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation [PDF]

open access: yes2014 IEEE Conference on Computer Vision and Pattern Recognition, 2013
Object detection performance, as measured on the canonical PASCAL VOC dataset, has plateaued in the last few years. The best-performing methods are complex ensemble systems that typically combine multiple low-level image features with high-level context.
Ross B. Girshick   +3 more
semanticscholar   +1 more source

Center-based 3D Object Detection and Tracking [PDF]

open access: yesComputer Vision and Pattern Recognition, 2020
Three-dimensional objects are commonly represented as 3D boxes in a point-cloud. This representation mimics the well-studied image-based 2D bounding-box detection but comes with additional challenges.
Tianwei Yin   +2 more
semanticscholar   +1 more source

Scaling Open-Vocabulary Object Detection [PDF]

open access: yesNeural Information Processing Systems, 2023
Open-vocabulary object detection has benefited greatly from pretrained vision-language models, but is still limited by the amount of available detection training data.
M. Minderer, A. Gritsenko, N. Houlsby
semanticscholar   +1 more source

Progressive Object Transfer Detection [PDF]

open access: yesIEEE Transactions on Image Processing, 2020
Recent development of object detection mainly depends on deep learning with large-scale benchmarks. However, collecting such fully-annotated data is often difficult or expensive for real-world applications, which restricts the power of deep neural networks in practice.
Hao Chen   +4 more
openaire   +3 more sources

Illumination invariant stationary object detection [PDF]

open access: yes, 2013
A real-time system for the detection and tracking of moving objects that becomes stationary in a restricted zone. A new pixel classification method based on the segmentation history image is used to identify stationary objects in the scene. These objects
Bhargav Mitra   +7 more
core   +1 more source

Video Object Detection Guided by Object Blur Evaluation

open access: yesIEEE Access, 2020
In recent years, the excellent image-based object detection algorithms are transferred to the video object detection directly. These frame-by-frame processing methods are suboptimal owing to the degenerate object appearance such as motion blur, defocus ...
Yujie Wu   +4 more
doaj   +1 more source

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