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Jeff He's Projects

amazonreviewanalysis icon amazonreviewanalysis

This is a machine-learning-based analysis on amazon review data pulled from Kaggle.com. The end goal is to produce a predictor that outputs a score based on input review sentence. This predictor appears in "model-prediction-after-proba-individual-words-ratings-but-trained-on-sentences.ipynb".

bounding-box-post-rcnn-refinement icon bounding-box-post-rcnn-refinement

A project that provides two bounding box post-RCNN refinement methods. The first method is based purely on computer vision techniques that filter and segment the image. The second method is based on a random fern regressor trained on HOG features of the image.

eye-movement-behavior-during-autonomous-vehicle-human-interaction icon eye-movement-behavior-during-autonomous-vehicle-human-interaction

This is a project that analyzes pedestrian and autonomous vehicle interaction. The analysis includes extracting the pedestrian's point of view through pupil labs software, detecting the vehicles in first person footage, and mapping the pedestrian's fixations onto the vehicle bounding boxes as heat-maps. The end goal is to develop a signal system on top of autonomous vehicles to convey information to pedestrians.

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

momu icon momu

Experimenting with multimodal modeling for molecule generation from natural language

new-momu icon new-momu

Exploring multimodal models for molecular representation from natural language.

precog icon precog

Reimplementation (currently partial) of PRECOG paper, ICCV '19

pygaze icon pygaze

an open-source, cross-platform toolbox for minimal-effort programming of eye tracking experiments

schoolbus-manager icon schoolbus-manager

An application to bridge the distance between school bus drivers and parents, helping them communicate more conveniently. You can find the finished version of this project on Apple Store. Link is below.

solar-sail-localization icon solar-sail-localization

This is a computer-vision-based localization algorithm for solar sails that weigh more more than 10 grams. The technique identifies the stars in the image taken by the solar sail camera and aims to map it to a database to identify the sail's location.

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