What's in the Flow? Exploiting Temporal Motion Cues for Unsupervised Generic Event Boundary Detection

no code implementations • IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2024 • Sourabh Vasant Gothe, Vibhav Agarwal, Sourav Ghosh, Jayesh Rajkumar Vachhani, Pranay Kashyap, Barath Raj Kandur Raja

This inquiry drives us to algorithmically harness motion cues for identifying generic event boundaries in videos.

Boundary Detection Generic Event Boundary Detection +1

Self Similarity Matrix based CNN Filter Pruning

no code implementations • 3 Nov 2022 • S Rakshith, Jayesh Rajkumar Vachhani, Sourabh Vasant Gothe, Rishabh Khurana

Another solution is to optimize and prune regular deep learning models.

Language Detection Engine for Multilingual Texting on Mobile Devices

no code implementations • 7 Jan 2021 • Sourabh Vasant Gothe, Sourav Ghosh, Sharmila Mani, Guggilla Bhanodai, Ankur Agarwal, Chandramouli Sanchi

This model outperforms fastText by 60. 39% and ML-Kit by 23. 67% in F1 score for European languages.

valid

Real-Time Optimized N-gram For Mobile Devices

no code implementations • 7 Jan 2021 • Sharmila Mani, Sourabh Vasant Gothe, Sourav Ghosh, Ajay Kumar Mishra, Prakhar Kulshreshtha, Bhargavi M, Muthu Kumaran

The LM loading time on mobile is linear with respect to model size.

Language Modelling

edATLAS: An Efficient Disambiguation Algorithm for Texting in Languages with Abugida Scripts

no code implementations • 5 Jan 2021 • Sourav Ghosh, Sourabh Vasant Gothe, Chandramouli Sanchi, Barath Raj Kandur Raja

To this end, we propose a disambiguation algorithm and showcase its usefulness in two novel mutually non-exclusive input methods for languages natively using the abugida writing system: (a) disambiguation of ambiguous input for abugida scripts, and (b) disambiguation of word variants in romanized scripts.

Language Modelling