activity
20052024
most citedFixed Point Quantization of Deep Convolutional Networks

599 citations · 987 across the 17 of their papers we have counts for

collaborators

17 papers

cs.CV2024

Open Stamped Parts Dataset

Sarah Antiles, Sachin S. Talathi

We present the Open Stamped Parts Dataset (OSPD), featuring synthetic and real images of stamped metal sheets for auto manufacturing. The real part images, captured from 7 cameras,…

cs.CV2020★ 16 cited

Benefits of temporal information for appearance-based gaze estimation

Cristina Palmero, Oleg V. Komogortsev, Sachin S. Talathi

State-of-the-art appearance-based gaze estimation methods, usually based on deep learning techniques, mainly rely on static features. However, temporal trace of eye gaze contains u…

cs.CV2020★ 5 cited

OpenEDS2020: Open Eyes Dataset

Cristina Palmero, Abhishek Sharma, Karsten Behrendt +3

We present the second edition of OpenEDS dataset, OpenEDS2020, a novel dataset of eye-image sequences captured at a frame rate of 100 Hz under controlled illumination, using a virt…

cs.CV2019★ 70 cited

OpenEDS: Open Eye Dataset

Stephan J. Garbin, Yiru Shen, Immo Schuetz +3

We present a large scale data set, OpenEDS: Open Eye Dataset, of eye-images captured using a virtual-reality (VR) head mounted display mounted with two synchronized eyefacing camer…

q-bio.QM2017★ 3 cited

Deep Recurrent Neural Networks for seizure detection and early seizure detection systems

Sachin S. Talathi

Epilepsy is common neurological diseases, affecting about 0.6-0.8 % of world population. Epileptic patients suffer from chronic unprovoked seizures, which can result in broad spect…

cs.LG2016★ 28 cited

Overcoming Challenges in Fixed Point Training of Deep Convolutional Networks

Darryl D. Lin, Sachin S. Talathi

It is known that training deep neural networks, in particular, deep convolutional networks, with aggressively reduced numerical precision is challenging. The stochastic gradient de…