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Object Classification through Deconvolutional Neural Networks

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Presentation on theme: "Object Classification through Deconvolutional Neural Networks"— Presentation transcript:

1 Object Classification through Deconvolutional Neural Networks
Student: Carlos Rubiano Mentor: Oliver Nina

2 Helped High School Students
Helped them with Caffe Setup Caffe Showed them how to create a network and then train it Gave them assistance when needed

3 Aerial View Classes Cars Non-Cars Size: 24x24 Trained on Caffe Results: 88%

4 On UT-Interaction Dataset, doing majority voting, classified sequences with 100% accuracy
Chalearn Dataset got 54.55%

5 Working on python predictions file
Refining it Want to combine various networks In ensemble fashion using different trained features Working on custom model by adding dropout to max pooling layers, similar to maxout but faster Adding RNN for temporal segmentation


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