#307 · Primary category: Computer Vision

SiamTrackers

deep-learning tracking visual-tracking

(2020-2022)The PyTorch version of SiamFC,SiamRPN,DaSiamRPN, UpdateNet , SiamDW, SiamRPN++, SiamMask, SiamFC++, SiamCAR, SiamBAN, Ocean, LightTrack , TrTr, NanoTrack; Visual object tracking based on deep learning

Project last updated:10/26/23

GitHub Stars

1.7K

Forks

312

Contributors

5

License

Apache-2.0

Why we included this project

This repo gathers PyTorch implementations of the major Siamese trackers from the last few years, including SiamFC, SiamRPN, DaSiamRPN, SiamRPN++, SiamMask, SiamCAR, SiamBAN, Ocean, LightTrack, TrTr, and NanoTrack. Having them all in one place makes it far easier to compare architectures and training setups than pulling from a dozen separate repositories. The NanoTrack line stands out for practical use: the MobileNetV3-based models are small enough for embedded or mobile devices, V1 and V2 run at over 200 FPS on an Apple M1 CPU, and the repo includes ONNX exports plus ncnn-based Android and macOS demos. Training code is included and is friendly on GPU memory, and the experiment tables cover standard benchmarks like VOT, GOT-10k, and DTB70, which helps when you want to reproduce published results or benchmark your own variant.

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