@inproceedings{tran2016rich, author = {Tran, Kenneth and He, Xiaodong and Zhang, Lei and Sun, Jian and Carapcea, Cornelia and Thrasher, Chris and Buehler, Chris and Sienkiewicz, Chris}, title = {Rich Image Captioning in the Wild}, booktitle = {DeepVision workshop, Proceedings of CVPR 2016}, year = {2016}, month = {June}, abstract = {We present an image caption system that addresses new challenges of automatically describing images in the wild. The challenges include high quality caption quality with respect to human judgments, out-of-domain data handling, and low latency required in many applications. Built on top of a state-of-the-art framework, we developed a deep vision model that detects a broad range of visual concepts, an entity recognition model that identifies celebrities and landmarks, and a confidence model for the caption output. Experimental results show that our caption engine outperforms previous state-of-the-art systems significantly on both in-domain dataset (i.e. MS COCO) and out-of-domain datasets.}, url = {http://approjects.co.za/?big=en-us/research/publication/rich-image-captioning-in-the-wild/}, edition = {DeepVision workshop, Proceedings of CVPR 2016}, }