Deep Learning Projects



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Kaggle Right Whale Recognition Kaggle Right Whale Recognition
Convolutional Neural Network model to recognize individual Right Whales
We use several different methods to recognize individual Right Whales: fine-tuning a pre-trained CNN model, and reusing those models as feature extractors to fed into an SVM.
Toolstack: C++, Python, Caffe
Computer Vision
Deep Learning
Machine Learning
Image Classification
Fine-Grained Recognition
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Human Recognition in Infrared Images Human Recognition in Infrared Images
Convolutional Neural Network model to recognize humans in infrared spectrum
We manually collect human and non-human infrared images using Seek Thermal imaging camera and manually label/annotate them. We fine-tune pre-trained CNN models and use them as feature extractors to train SVMs.
Toolstack: C++, Python, Caffe
Computer Vision
Deep Learning
Machine Learning
Image Classification

First-person Scene Classification First-person Scene Classification
A model to recognize place, activities, and objects in first-person images
We manually collect thousands of first-person photographs using Narrative Clip wearable camera and then we create a hierarchical structure of 17 classes in 3 main categories: places, activities and objects. We do multi-label classification using Caffe and scikit-learn's OneVsRestClassifier.
Toolstack: C++, Python, Caffe, scikit-learn
Computer Vision
Deep Learning
Machine Learning
Image Classification
Egocentric Vision