Search Results for author: Bill Cai

Found 6 papers, 2 papers with code

Low-Cost Generation and Evaluation of Dictionary Example Sentences

no code implementations9 Apr 2024 Bill Cai, Clarence Boon Liang Ng, Daniel Tan, Shelvia Hotama

We introduce a new automatic evaluation metric called OxfordEval that measures the win-rate of generated sentences against existing Oxford Dictionary sentences.

DAMSL: Domain Agnostic Meta Score-based Learning

1 code implementation6 Jun 2021 John Cai, Bill Cai, ShengMei Shen

In this paper, we propose Domain Agnostic Meta Score-based Learning (DAMSL), a novel, versatile and highly effective solution that delivers significant out-performance over state-of-the-art methods for cross-domain few-shot learning.

cross-domain few-shot learning Transfer Learning

SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning

no code implementations3 Dec 2020 John Cai, Bill Cai, Sheng Mei Shen

Our method, called Score-based Meta Transfer-Learning (SB-MTL), combines transfer-learning and meta-learning by using a MAML-optimized feature encoder and a score-based Graph Neural Network.

cross-domain few-shot learning Domain Adaptation +1

Quantifying Legibility of Indoor Spaces Using Deep Convolutional Neural Networks: Case Studies in Train Stations

no code implementations22 Jan 2019 Zhoutong Wang, Qianhui Liang, Fabio Duarte, Fan Zhang, Louis Charron, Lenna Johnsen, Bill Cai, Carlo Ratti

Evaluating legibility is particularly desirable in indoor spaces, since it has a large impact on human behavior and the efficiency of space utilization.

Deep Learning Architect: Classification for Architectural Design through the Eye of Artificial Intelligence

no code implementations3 Dec 2018 Yuji Yoshimura, Bill Cai, Zhoutong Wang, Carlo Ratti

Our clustering of architectural designs remarkably corroborates conventional views in architectural history, and the learned architectural features also coheres with the traditional understanding of architectural designs.

Clustering General Classification

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