Search Results for author: Nathan Tsoi

Found 5 papers, 2 papers with code

Towards Inferring Users' Impressions of Robot Performance in Navigation Scenarios

no code implementations17 Oct 2023 Qiping Zhang, Nathan Tsoi, Booyeon Choi, Jie Tan, Hao-Tien Lewis Chiang, Marynel Vázquez

As a more scalable and cost-effective alternative, we study the possibility of predicting people's impressions of robot behavior using non-verbal behavioral cues and machine learning techniques.

Binary Classification

Bridging the Gap: Unifying the Training and Evaluation of Neural Network Binary Classifiers

no code implementations2 Sep 2020 Nathan Tsoi, Kate Candon, Deyuan Li, Yofti Milkessa, Marynel Vázquez

In this work, we propose a unifying approach to training neural network binary classifiers that combines a differentiable approximation of the Heaviside function with a probabilistic view of the typical confusion matrix values using soft sets.

General Classification

Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression

10 code implementations CVPR 2019 Hamid Rezatofighi, Nathan Tsoi, JunYoung Gwak, Amir Sadeghian, Ian Reid, Silvio Savarese

By incorporating this generalized $IoU$ ($GIoU$) as a loss into the state-of-the art object detection frameworks, we show a consistent improvement on their performance using both the standard, $IoU$ based, and new, $GIoU$ based, performance measures on popular object detection benchmarks such as PASCAL VOC and MS COCO.

Object object-detection +2

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