Mansi Singh

Developed a deep learning Endpoint Detection (EPD) solution for Bixby which detects end-point of a given utterance. The solution reduced the latency from over 500 ms to 100 ms. Received Spot Award, given to the top performers of the quarter in Samsung. It was awarded for using quantization to reduce word embedding file size from 50 MB to 10 MB which helped the project meet a critical KPI.

Developed a lightweight, on-device Shadow Detection model to detect shadow regions in images in real time for Shadow Removal. The model reduced the BER( Balanced Error rate) from 14 to 4. Received Spot Award, given to the top performers of the quarter in Samsung. It was awarded for developing a duplicate image removal solution that used image hash to remove duplicate images from the vendor dataset. The solution helped increase the efficiency of the data verification process and improved the quality of data used for training shadow detection and shadow removal models Patent with title “Method and apparatus for removing shadows from high resolution images” and Reference Number US20220301235A1 published on 22 September 2022.