A Fast Data Collection and Augmentation Procedure for Object Recognition

By Benjamin Sapp, Ashutosh Saxena, Andrew Y. Ng. 2008

41 citations recorded by the source corpus.

Subfields: Evaluation & Benchmarks

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Evaluation & Benchmarks

1. Awni Y. Hannun
2. Adam Coates
3. Sanjeev Satheesh
4. Erich Elsen
5. Dani Yogatama
6. Sherjil Ozair
7. G. Diamos
8. Carl Case

Citations in the corpus

• Deep Speech 2 : End-to-End Speech Recognition in English and Mandarin (2015, background): “Data augmentation has been highly effective in improving the performance of deep learning in computer vision (LeCun et al., 2004; Sapp et al., 2008; Coates et al., 2011) and speech recognition (Gales CTC”
• Deep Speech: Scaling up end-to-end speech recognition (2014, methodology): “To expand our potential training data even further we use data synthesis, which has been successfully applied in other contexts to amplify the effective number of training samples [37, 26, 6].”