A qualitative and quantitative analysis of research in mobility technologies for visually impaired people

J Madake, S Bhatlawande, A Solanke… - IEEE Access, 2023 - ieeexplore.ieee.org
Assistive technology in rehabilitation programs is vital for people with vision impairments
worldwide. The term “blind assistive technology” refers to mobility devices specifically …

Hapi: A large-scale longitudinal dataset of commercial ml api predictions

L Chen, Z Jin, ES Eyuboglu, C Ré… - Advances in Neural …, 2022 - proceedings.neurips.cc
Commercial ML APIs offered by providers such as Google, Amazon and Microsoft have
dramatically simplified ML adoptions in many applications. Numerous companies and …

Frugalml: How to use ml prediction apis more accurately and cheaply

L Chen, M Zaharia, JY Zou - Advances in neural information …, 2020 - proceedings.neurips.cc
Offering prediction APIs for fee is a fast growing industry and is an important aspect of
machine learning as a service. While many such services are available, the heterogeneity in …

Efficient online ml api selection for multi-label classification tasks

L Chen, M Zaharia, J Zou - International conference on …, 2022 - proceedings.mlr.press
Multi-label classification tasks such as OCR and multi-object recognition are a major focus of
the growing machine learning as a service industry. While many multi-label APIs are …

Losing confidence in quality: Unspoken evolution of computer vision services

A Cummaudo, R Vasa, J Grundy… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
Losing Confidence in Quality: Unspoken Evolution of Computer Vision Services Page 1 Losing
Confidence in Quality: Unspoken Evolution of Computer Vision Services Alex Cummaudo∗ …

Model ChangeLists: Characterizing Updates to ML Models

S Eyuboglu, K Goel, A Desai, L Chen… - The 2024 ACM …, 2024 - dl.acm.org
Updates to Machine Learning as a Service (MLaaS) APIs may affect downstream systems
that depend on their predictions. However, performance changes introduced by these …

Beware the evolving 'intelligent'web service! An integration architecture tactic to guard AI-first components

A Cummaudo, S Barnett, R Vasa, J Grundy… - Proceedings of the 28th …, 2020 - dl.acm.org
Intelligent services provide the power of AI to developers via simple RESTful API endpoints,
abstracting away many complexities of machine learning. However, most of these intelligent …

Quality-aided Annotation Service Selection in MLaaS Market

S Jiang, L Zhang - … IEEE/ACM 30th International Symposium on …, 2022 - ieeexplore.ieee.org
The vibrant markets offering data annotation services are fast-growing and play an important
part in machine learning. While many multi-label prediction services are available, it is …

Development of a Mobile Application to Buy Books through Visual Recognition

A Sarasa-Cabezuelo - Knowledge, 2022 - mdpi.com
Mobile devices have become the most used tool for a large number of tasks that we
regularly perform such as relating them, searching for information, and in particular for …

Xamã : Optical character recognition for multi-domain model management

W Torres, MGJ van den Brand, A Serebrenik - Innovations in Systems and …, 2022 - Springer
The development of systems following model-driven engineering can include models from
different domains. For example, to develop a mechatronic component one might need to …