for general queries -infodesk@iitmz.ac.infor admissions -admissions@iitmz.ac.in
An Institute of EminenceInstitute Of Eminence Icon
Announcements
Photo of Dr. Tushar Shinde

Dr. Tushar Shinde

Faculty - School of Engg. & Science

shinde@iitmz.ac.in

website

Educational Qualifications

Postdoc 2023

School of Medicine

Stanford University

Ph.D. 2020

Electrical Engineering

Indian Institute of Technology Jodhpur

M.Tech. 2015

Information & Communication Technology

Indian Institute of Technology Jodhpur

B.Tech. 2011

Electronics Engineering

W. C. E. Sangli

Awards

  • Winner (among 17 finalists across the globe) in the 3 Minute Thesis (3MT)

    Competition at ICIP 2018, Athens, Greece

  • Selected in Sakura Science Exchange Program 2019

    Administered by Japan Science and Technology Agency, Japan

  • Represented India as a Youth Delegate at the 19th World Festival of Youth and Students 2017

    Sochi, Russia

  • Finalist (among 8 finalists across the globe) in the 3 Minute Thesis (3MT) Competition

    ICIP 2019, Taipei, Taiwan

  • Honored with Best Student (Student's Gymkhana) Award 2018-19 for outstanding student activities

    IIT Jodhpur

Research Interests

My research interests are centered around deep learning model compression, image and video processing, and AI/ML applications. Key areas include model pruning and quantization for Edge AI, perceptual video quality assessment, motion estimation, and AI/ML solutions for remote sensing, agriculture, healthcare, speech emotion recognition, and data science.

Relevant Courses Taught

  • Deep Learning
  • Foundations of Machine Learning & Machine Learning Lab
  • Programming and Data Structures

Short-term Courses

  • Advances in Computer Vision and Image/Video Processing
  • Introduction to Big Data
  • Introduction to Concepts of GIS and Remote Sensing

Selected Papers

2025

Uncertainty-guided Style-aware Probabilistic Perceptual Quality Assessment for AI-Generated Images

Shinde, T.

Eswaran, S.

CVPRw 2025, USA

[Shivaanee, selected for the WiCV@CVPR 2025 travel grant.]

2025

An Efficient and Scalable Framework for Lightweight Crop Disease Recognition in Low-Resource Settings

Shinde, T.

CVPRw 2025, Agriculture-Vision, USA

2025

Efficient Land-Cover Image Classification via Mixed Bit-Precision Quantization (Non-archival)

Shinde, T.

Vuai, A. S.

ICLRw 2025, Machine Learning for Remote Sensing, Singapore

[Ahmed, selected for the €1500 travel grant from ICLRw ML4RS]

2025

Scalable and Efficient Multi-Weather Classification for Autonomous Driving with Coresets, Pruning, and Resolution Scaling (Non-archival)

Shinde, T.

Sharma, A.K.

ICLRw 2025, Machine Learning Multiscale Processes, Singapore

2025

Model Compression Meets Resolution Scaling for Efficient Remote Sensing Classification

Shinde, T.

WACVw 2025, Computer Vision for Earth Observation (CV4EO) Applications, USA

2025

Mixed-Precision is All You Need for Efficient Document Image Classification

Shinde, T.

Bhardwaj, S.

WACVw 2025, Computer Vision Systems for Document Analysis and Recognition, USA

2025

Navigating Coreset Selection and Model Compression for Efficient Maritime Image Classification

Shinde, T.

Sharma, A.K.

Bhardwaj, S.

Vuai, A.S.

WACVw 2025, Maritime Computer Vision, USA

2024

Adaptive Quantization and Pruning of Deep Neural Networks via Layer Importance Estimation (Non-archival)

Shinde, T.

NeurIPSw 2024, Machine Learning and Compression, Canada

2024

Lightweight Neural Networks for Speech Emotion Recognition using Layer-wise Adaptive Quantization

Shinde, T.

Jain, R.

Sharma, A.K.

Proceedings of the 4th NeurIPS Efficient Natural Language and Speech Processing Workshop, PMLR 262:584–595, Canada

2024

Adaptive Quantization of Deep Neural Networks via Layer Importance Estimation

Shinde, T.

Naik, S.

International Conference on Computer Vision & Image Processing (CVIP) 2024, India

2024

Adaptive Pixel-based Efficient Motion Search for Surveillance Video Coding

Shinde, T.

IEEE Image Processing Theory, Tools and Applications (IPTA) 2024, Morocco

2023

Dose Level Prediction Using Off-the-Shelf Segmentation Network—a Spine SBRT Example (Non-archival)

Shinde, T.

et al.

American Association of Physicists in Medicine (AAPM) 2023

2022

Adaptive Pixel-based Direction Oriented Fast Motion Estimation for Predictive Coding

Shinde, T.

IEEE Picture Coding Symposium (PCS) 2022

2020

Background foreground boundary aware efficient motion search for surveillance videos

Shinde, T.

Tiwari, A.K.

Lin, W.

Shen, L.

Signal Processing: Image Communication, 82, p.115775

2020

Adaptive lossless compression of skeleton sequences

Lin, W.

Shinde, T.

Dai, W.

Liu, M.

He, X.

Tiwari, A.K.

Xiong, H.

Signal Processing: Image Communication, 80, p.115659

2020

Key-point sequence lossless compression for intelligent video analysis

Lin, W.

He, X.

Dai, W.

See, J.

Shinde, T.

Xiong, H.

Duan, L.

IEEE MultiMedia, 27(3), p.12-22

2019

Pruning SIFT & SURF for Efficient Clustering of Near-Duplicate Images

Shinde, T.

Tiwari, A.K.

IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP) 2019, United Kingdom

2019

Low-complexity Adaptive Switched Prediction-based Lossless Compression of Time-lapse Hyperspectral Image Data

Shinde, T.

Tiwari, A.K.

Lin, W.

IEEE Global Conference on Signal and Information Processing (GlobalSIP) 2019, Canada

[IEEE SPS Travel Grant Award]

2018

Efficient Direction-Oriented Search Algorithm for Block Motion Estimation

Shinde, T.

Tiwari, A.K.

IET Image Processing, 12(9), pp.1567–1576

infodesk@iitmz.ac.in

admissions@iitmz.ac.in

Bweleo, Zanzibar, Tanzania

 2025 IITM Zanzibar, All Rights Reserved