activity
20182021
most citedMeasuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

640 citations · 861 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CV2021

DeepOPG: Improving Orthopantomogram Finding Summarization with Weak Supervision

Tzu-Ming Harry Hsu, Yin-Chih Chelsea Wang

Clinical finding summaries from an orthopantomogram, or a dental panoramic radiograph, have significant potential to improve patient communication and speed up clinical judgments.…

cs.LG2020★ 18 cited

CheXpert++: Approximating the CheXpert labeler for Speed,Differentiability, and Probabilistic Output

Matthew B. A. McDermott, Tzu Ming Harry Hsu, Wei-Hung Weng +2

It is often infeasible or impossible to obtain ground truth labels for medical data. To circumvent this, one may build rule-based or other expert-knowledge driven labelers to inges…

cs.LG2020

Federated Visual Classification with Real-World Data Distribution

Tzu-Ming Harry Hsu, Hang Qi, Matthew Brown

Federated Learning enables visual models to be trained on-device, bringing advantages for user privacy (data need never leave the device), but challenges in terms of data diversity…

cs.LG2019★ 640 cited

Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Tzu-Ming Harry Hsu, Hang Qi, Matthew Brown

Federated Learning enables visual models to be trained in a privacy-preserving way using real-world data from mobile devices. Given their distributed nature, the statistics of the…

cs.CV2019★ 133 cited

Clinically Accurate Chest X-Ray Report Generation

Guanxiong Liu, Tzu-Ming Harry Hsu, Matthew McDermott +4

The automatic generation of radiology reports given medical radiographs has significant potential to operationally and improve clinical patient care. A number of prior works have f…

cs.LG2018★ 26 cited

Unsupervised Multimodal Representation Learning across Medical Images and Reports

Tzu-Ming Harry Hsu, Wei-Hung Weng, Willie Boag +2

Joint embeddings between medical imaging modalities and associated radiology reports have the potential to offer significant benefits to the clinical community, ranging from cross-…

cs.CV2018★ 44 cited

3D-Aware Scene Manipulation via Inverse Graphics

Shunyu Yao, Tzu Ming Harry Hsu, Jun-Yan Zhu +4

We aim to obtain an interpretable, expressive, and disentangled scene representation that contains comprehensive structural and textural information for each object. Previous scene…