https://github.com/forschumi/siamfc-mxnet

SiamFC tracking in MXNet.
https://github.com/forschumi/siamfc-mxnet

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SiamFC tracking in MXNet.

• Host: GitHub
• URL: https://github.com/forschumi/siamfc-mxnet
• Owner: forschumi
• License: gpl-3.0
• Created: 2018-07-30T06:30:44.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2019-06-05T02:19:14.000Z (over 5 years ago)
• Last Synced: 2024-08-01T22:41:43.646Z (5 months ago)
• Language: Python
• Size: 51 MB
• Stars: 17
• Watchers: 1
• Forks: 3
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• Awesome-MXNet - siamfc

README

        
# SiamFC - MXNet

:high_brightness: MXNet/gluon :high_brightness: port of the tracking method described in the paper [*Fully-Convolutional Siamese nets for object tracking*](https://www.robots.ox.ac.uk/~luca/siamese-fc.html)

## Running the tracker

1) Set `root_dataset` in `hyperparams/params.json` to your dataset path

1) Set `all` from `hyperparams/params.json` to `true` or to set one or more specific sequences (e.g. `Basketball` and/or `Soccer`) in `video` with setting `all` to `false`

1) See if you are happy with the default parameters in `hyperparams/params.json`

1) Call the main script `python run_tracker.py`

1) The results.mat can be found in `results` which you can run on OTB

Results on test sequence:

![tracking_girl](https://user-images.githubusercontent.com/3716307/57589277-b96ed400-755c-11e9-9f83-5b0e9c04b0a0.gif)

## AUC (%) on OTB

| Tracker             | OTB2013       | OTB2015       |

| ------------------  | ------------- | ------------- |

| paper (SiamFC_3s)   | 60.8          | 58.2          |

| ours (SiamFC_MXnet) | 60.9          | 58.8          |

## Precision (%) on OTB

| Tracker             | OTB2013       | OTB2015       |

| -----------------   | ------------- | ------------- |

| paper (SiamFC_3s)   | 80.9          | 77.3          |

| ours (SiamFC_MXnet) | 81.4          | 76.7          |

## Note

Some errors in `fixed_crop` and `resize` need to be fixed, which caused me a lot of headaches

## References

```

@inproceedings{bertinetto2016fully,

  title={Fully-Convolutional Siamese Networks for Object Tracking},

  author={Bertinetto, Luca and Valmadre, Jack and Henriques, Joao F and Vedaldi, Andrea and Torr, Philip H S},

  booktitle={ECCV 2016 Workshops},

  pages={850--865},

  year={2016}

}

```