ServiceNow Research

Dataset

Kubric: A scalable dataset generator
Kubric: A scalable dataset generator
Data is the driving force of machine learning, with the amount and quality of training data often being more important for the …
Computer Vision and Pattern Recognition (CVPR),  2022.
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Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning
Continual learning studies agents that learn from streams of tasks without forgetting previous ones while adapting to new ones. Two …
Conference on Neural Information Processing Systems (NeurIPS),  2020.
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Synbols: Probing Learning Algorithms with Synthetic Datasets
Synbols: Probing Learning Algorithms with Synthetic Datasets
Progress in the field of machine learning has been fueled by the introduction of benchmark datasets pushing the limits of existing …
Conference on Neural Information Processing Systems (NeurIPS),  2020.
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A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis
A realistic fish-habitat dataset to evaluate algorithms for underwater visual analysis
Visual analysis of complex fish habitats is an important step towards sustainable fisheries for human consumption and environmental …
Nature Scientific Reports,  2020.
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SEVN: A Sidewalk Simulation Environment for Visual Navigation
SEVN: A Sidewalk Simulation Environment for Visual Navigation
Millions of blind and visually-impaired (BVI) people navigate urban environments every day, using smartphones for high-level …
Conference on Robot Learning (CoRL),  2019.
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Towards Standardization of Data Licenses: The Montreal Data License
This paper provides a taxonomy for the licensing of data in the fields of artificial intelligence and machine learning. The …
Workshop at the International Conference on Learning Representations (ICLR),  2019.
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Fashion-Gen: The Generative Fashion Dataset and Challenge
Fashion-Gen: The Generative Fashion Dataset and Challenge
We introduce a new dataset of 293,008 high definition (1360 x 1360 pixels) fashion images paired with item descriptions provided by …
Women in Machine Learning (WiML),  2018.
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Synbols: Probing Learning Algorithms with Synthetic Datasets
Synbols: Probing Learning Algorithms with Synthetic Datasets
Progress in the field of machine learning has been fueled by the introduction of benchmark datasets pushing the limits of existing …
Montreal AI Symposium (MAIS),  2018.
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Fashion-Gen: The Generative Fashion Dataset and Challenge
Fashion-Gen: The Generative Fashion Dataset and Challenge
We introduce a new dataset of 293,008 high definition (1360 x 1360 pixels) fashion images paired with item descriptions provided by …
Workshop at the International Conference on Machine Learning (ICML),  2018.
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