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SiamFC
SiamFC
n/a
https://www.robots.ox.ac.uk/~luca/siamese-fc.html
https://arxiv.org/abs/1606.09549
http://data.votchallenge.net/vot2017/trackers/21_SiamFC.zip
Titan RTX
python
Official
@InProceedings{10.1007/978-3-319-48881-3_56, author="Bertinetto, Luca and Valmadre, Jack and Henriques, Jo{\~a}o F. and Vedaldi, Andrea and Torr, Philip H. S.", editor="Hua, Gang and J{\'e}gou, Herv{\'e}", title="Fully-Convolutional Siamese Networks for Object Tracking", booktitle="Computer Vision -- ECCV 2016 Workshops", year="2016", publisher="Springer International Publishing", address="Cham", pages="850--865", abstract="The problem of arbitrary object tracking has traditionally been tackled by learning a model of the object's appearance exclusively online, using as sole training data the video itself. Despite the success of these methods, their online-only approach inherently limits the richness of the model they can learn. Recently, several attempts have been made to exploit the expressive power of deep convolutional networks. However, when the object to track is not known beforehand, it is necessary to perform Stochastic Gradient Descent online to adapt the weights of the network, severely compromising the speed of the system. In this paper we equip a basic tracking algorithm with a novel fully-convolutional Siamese network trained end-to-end on the ILSVRC15 dataset for object detection in video. Our tracker operates at frame-rates beyond real-time and, despite its extreme simplicity, achieves state-of-the-art performance in multiple benchmarks.", isbn="978-3-319-48881-3" }
3 submissions.
Method | N-PRE | PRE | SRIoU | SRDIoU | SRGIoU | Hz | Hardware | Language | Date(UTC)↓ | Reports | |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | SiamFC | 0.801 | 0.576 | 0.667 | 0.660 | 0.661 | 9.12 fps | Titan RTX | python | 2024-01-20, 12:17:10 | reports.json |
2 | SiamFC | 0.801 | 0.576 | 0.667 | 0.660 | 0.661 | 9.12 fps | Titan RTX | python | 2024-01-20, 11:43:54 | reports.json |
3 | SiamFC | 0.125 | 0.026 | 0.056 | 0.053 | 0.054 | 103.17 fps | Titan RTX | python | 2023-02-09, 09:14:42 | reports.json |