From 52f231be70bc27323018caeac055fb597527fb6b Mon Sep 17 00:00:00 2001 From: gkourie Date: Fri, 19 Jun 2026 13:12:34 +0200 Subject: [PATCH 1/3] Add LabelBOT paper to the manual references --- resources/views/manual/index.blade.php | 4 ++++ .../views/manual/tutorials/labelbot/labelbot.blade.php | 7 +++++++ 2 files changed, 11 insertions(+) diff --git a/resources/views/manual/index.blade.php b/resources/views/manual/index.blade.php index a56adbc118..9678f3aa9c 100644 --- a/resources/views/manual/index.blade.php +++ b/resources/views/manual/index.blade.php @@ -316,6 +316,10 @@ Video Object Tracking
Lukezic, A., Vojir, T., ˇCehovin Zajc, L., Matas, J., & Kristan, M. (2017). Discriminative correlation filter with channel and spatial reliability. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (pp. 6309-6318). doi: 10.1109/CVPR.2017.515

+

+ LabelBOT
+ G. Kourie, M. Zurowietz, D. Langenkämper, D. Brembilla and T. W. Nattkemper, LabelBOT: A Human-in-the-Loop Classification Assistance in the BIIGLE Image Annotation Tool.
IEEE Access, vol. 14, pp. 65161-65180, 2026. doi: 10.1109/ACCESS.2026.3688574 +

@mixin('manualReferences') diff --git a/resources/views/manual/tutorials/labelbot/labelbot.blade.php b/resources/views/manual/tutorials/labelbot/labelbot.blade.php index 69ed14faca..37b7ce0309 100644 --- a/resources/views/manual/tutorials/labelbot/labelbot.blade.php +++ b/resources/views/manual/tutorials/labelbot/labelbot.blade.php @@ -63,5 +63,12 @@

Some part of the computation for LabelBOT is done in your browser. This can take several seconds on low-end or older machines. The computation will be dramatically faster if there is access to a dedicated graphics card via WebGPU. Access to WebGPU can also depend on the web browser and operating system. You can check here if WebGPU is available in your browser.

+ +

References

+
    +
  1. + G. Kourie, M. Zurowietz, D. Langenkämper, D. Brembilla and T. W. Nattkemper, LabelBOT: A Human-in-the-Loop Classification Assistance in the BIIGLE Image Annotation Tool. In IEEE Access, vol. 14, pp. 65161-65180, 2026. doi: 10.1109/ACCESS.2026.3688574 +
    2. +
@endsection From 0da77cda639e9b31a8371de0f85e22da513ca44c Mon Sep 17 00:00:00 2001 From: gkourie Date: Wed, 24 Jun 2026 09:32:30 +0200 Subject: [PATCH 2/3] Add link to the LabelBOT paper --- resources/views/manual/tutorials/labelbot/labelbot.blade.php | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/resources/views/manual/tutorials/labelbot/labelbot.blade.php b/resources/views/manual/tutorials/labelbot/labelbot.blade.php index 37b7ce0309..f52fb156b1 100644 --- a/resources/views/manual/tutorials/labelbot/labelbot.blade.php +++ b/resources/views/manual/tutorials/labelbot/labelbot.blade.php @@ -9,7 +9,7 @@

- LabelBOT is the automatic classification assistant of BIIGLE. It suggests labels for new annotations based on similar existing annotations, so you no longer have to select the labels yourself. This manual article explains how you can use LabelBOT and how it works under the hood. + LabelBOT [1] is the automatic classification assistant of BIIGLE. It suggests labels for new annotations based on similar existing annotations, so you no longer have to select the labels yourself. This manual article explains how you can use LabelBOT and how it works under the hood.

How to use LabelBOT

From 83217dfadc81991e8e1ae27d2c05dec415ed2f0f Mon Sep 17 00:00:00 2001 From: gkourie Date: Wed, 24 Jun 2026 09:32:48 +0200 Subject: [PATCH 3/3] Fix LabelBOT paper order in manual --- resources/views/manual/index.blade.php | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/resources/views/manual/index.blade.php b/resources/views/manual/index.blade.php index 9678f3aa9c..897d33486c 100644 --- a/resources/views/manual/index.blade.php +++ b/resources/views/manual/index.blade.php @@ -312,14 +312,14 @@ Observations From Four Years of BIIGLE 2.0
Zurowietz, M., & Nattkemper, T. W. (2021). Current Trends and Future Directions of Large Scale Image and Video Annotation: Observations From Four Years of BIIGLE 2.0.
Frontiers in Marine Science, 8, 760036. doi: 10.3389/fmars.2021.760036

-

- Video Object Tracking
- Lukezic, A., Vojir, T., ˇCehovin Zajc, L., Matas, J., & Kristan, M. (2017). Discriminative correlation filter with channel and spatial reliability. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (pp. 6309-6318). doi: 10.1109/CVPR.2017.515 -

LabelBOT
G. Kourie, M. Zurowietz, D. Langenkämper, D. Brembilla and T. W. Nattkemper, LabelBOT: A Human-in-the-Loop Classification Assistance in the BIIGLE Image Annotation Tool.
IEEE Access, vol. 14, pp. 65161-65180, 2026. doi: 10.1109/ACCESS.2026.3688574

+

+ Video Object Tracking
+ Lukezic, A., Vojir, T., ˇCehovin Zajc, L., Matas, J., & Kristan, M. (2017). Discriminative correlation filter with channel and spatial reliability. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (pp. 6309-6318). doi: 10.1109/CVPR.2017.515 +

@mixin('manualReferences')