End-to-end training of deep neural networks and conformal predictors to reduce confidence set size and optimizer application-specific objectives.
Conformal TrainingRobust generalization and overfitting linked to flatness of robust loss surface in weight space.
Robust Generalization and FlatnessRandom and adversarial bit error robustness of DNNs for energy-efficient and secure DNN accelerators.
Random and Adversarial Bit Robustness Random Bit Error RobustnessConfidence calibration of adversarial training for "generalizable" robustness.
Confidence-Calibrated Adversarial TrainingAdversarial training on location-optimized adversarial patches.
Adversarial Patch TrainingDisentangling the relationship between adversarial robustness and generalization.
Adversarial Robustness and GeneralizationLearning 3D shape completion under weak supervision; on ShapeNet, ModelNet, KITTI and Kinect data; published at CVPR and on ArXiv.
Improved Shape Completion Shape CompletionA comprehensive comparison and evaluation of 28 superpixel algorithms on 5 different datasets; published in CVIU and GCPR.
Superpixel Benchmark (2016) Superpixel Benchmark (2014)Revised C++ implementations of two popular superpixel algorithms, SEEDS and FH, which are shown to outperform the original implementations.
Superpixel AlgorithmsEfficient C++ implementation for hierarchical graph-based image segmentation.
Video SegmentationEfficient C++ implementation of iPiano, a proximal algorithm with inertial force for non-convex and non-smooth optimization; including applications to image segmentation.
Non-Convex OptimizationA two-layer perceptron for digit classification on MNIST implemented in MatLab.
MatLab Two-Layer PerceptronCommon matrix decompositions, including LU, Cholesky and QR decompositions, implemented in PHP; also includes an interactive application to demonstrate and explain the material.
PHP Matrix DecompositionsRelational databases can be described in terms of functional dependencies; this project implements functional dependencies as well as second and third normal form in PHP.
Functional DependenciesSome plugins for Twitter Bootstrap and jQuery; including a multiselect plugin and a password strength meter.
Twitter Bootstrap PluginsModules for the HMVC framework Kohana; including modules for user authentication, access control, form generation and validation, CSS and JS assets and more.
Kohana ModulesPlugins for CMSimple XH, a lightweight content management system; including, among others, news article, image gallery and YouTube plugins.
CMSimple Plugins and ThemesExperimental Wordpress plugins and themes; including this theme and plugins for author biographies and live data from GitHub.
Wordpress Plugins and Themes