Natural Language Object Retrieval

Ground the object via Natural Language (referring expression).

Video Object Detection using Faster R-CNN

Training faster rcnn on other dataset, such as ImageNet, and use tracker to track frame-by-frame.

Human-level control through deep reinforcement learning

Create an agent that is capable of controlling or playing different kind of games.