Tut#2 - How SiamMask Object Tracking Works - Paper Review

Hey guys, in the last lecture we discussed what SiamMask is, so today we are going to do a paper literature review of SiamMask Paper to discover How it works for Object Tracking with Segmentation.

So just to reiterate for any new comers, Siam Mask can be used it to track the mask segmentations of an object with state-of-the-art performance in terms of robustness, accuracy and real-time.

So Dr. Humera will be doing a literature review of the Siam Mask paper called Fast Online Object Tracking and Segmentation : A Unifying Approach – Where we will be diving into the Fully Convolutional Siamese Networks as well as the Siam Mask Architecture which utilizes Siamese Networks.

Humera will be your instructor for not only this tutorial series but also for the comprehensive Siam Mask course. This course deals with Implementation, dataset preparation as well as training and test for your own applications. Check it out...

Also Please like and comment if you would like to see more Siam Mask Tutorials

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0:00 Introduction
1:00 How SiamMask Works?
1:30 Fully Convolutional Siamese Network
2:09 SiamFC and SiamRPN
2:29 SiamMask
4:18 SiamMask - Variant 1
4:46 SiamMask - Variant 2
4:55 SiamMask - Box Generation
5:50 Implementation Details
6:23 SiamMask Performance
6:52 SiamMask Performance - VOT2018
7:24 SiamMask Performance - DAVIS 2016/2017
8:14 Results
9:01 Important Links
9:31 Ending

[boazvetter]

First of all: awesome content and great humour! What would be the best for tracking purposes of fast objects? Do you believe CSRT, SORT or SIAM will come out on top?

[MOsamaFawad]

Wonderful series, would be grateful if you do one series on MDNet or ADNet online training trackers.

[dompower]

Interesting.... waiting to participate...

[alphonseinbaraj]

i missed the last lecture about siam mask. Please will you give the link about last lecture that will be useful for everyone those who missed that. Thanks

[abraristiakakib]

Can it be used for multiple object tracking? Or it is only for single object tracking?

[martinkoch]

Hi, can I still join the course? If I click the link and enter my email it says "We're sorry. We are unable to complete your request."