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Object Tracking via Particle Filter & Faster + Mask R-CNN

References

[1] Ren, S., He, K., Girschick, R., & Jian, S., 2016. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

[2] He, K., Gkioxari, G., Dollar, P., & Girschick, R. , 2018. Mask R-CNN.

[3] Nummiaro, K., Koller-Meir, E., & Van Gool, L. , 2002. An adaptive color-based particle filter. Image and vision computing, 21 (1), 99-110.

[4] Schön, T. B. , 2010. Solving nonlinear state estimation problems using particle filters – an engineering perspective, Division of Automatic Control Technical Report, LiTH-ISY-R-2953, Linköping University.

[5] Kevin Schluff. , 2016. Kschluff (Particle filter), GitHub repository

[6] Image Source. What do we learn from region based object detectors (Faster R-CNN, R-FCN, FPN)? | by Jonathan Hui | Medium

[7] Image Source. Demystifying Object Detection and Instance Segmentation for Data Scientists -MLWhiz

[8] Image Source. Object Detection for Dummies Part 3: R-CNN Family (lilianweng.github.io)

[9] Image Source. Splash of Color: Instance Segmentation with Mask R-CNN and TensorFlow | by Waleed Abdulla | Matterport EngineeringTechblog

[10] Image Source. Image segmentation with Mask R-CNN | by Jonathan Hui | Medium