3D and Computer Vision
Automating visual assessments, fine-grained image classification, limited data learning
Machine Learning Engineer
Sourav Mishra
Senior Machine Learning Engineer at theAstate-Kinliser
I work on computer vision and machine learning at theAstate, a subsidiary venture of Kinliser Japan. I manage projects which range from image-aided estimations to generating immersive 3D layout using limited data. I have recently forayed into LLMs & designing bespoke solutions using it.
I earned my PhD from University of Tokyo in 2021 in limited-data deep learning. I am an alumnus of Virginia Tech where I earned dual Masters in Electrical & Computer Engineering (2013) and Biomedical Imaging (2015).
3D & Computer Vision
AI in Healthcare
NLP & LLMs
Research
ML Interests
A focused mix of applied machine learning, domain expertise, and practical deployment experience.
AI in Healthcare
Applied machine learning in healthcare
NLP & LLMs
Foundation models and vector search
Background
Curriculum Vitae
Academic training across computer science, engineering, and biomedical imaging, paired with applied industry experience.
Education
Ph.D, Computer Science
M.S., Biomedical Imaging
M.S., Electrical & Computer Engineering
B.S., Electronics & Biomedical Engineering
Experience
Senior ML Engineer
Senior Data Scientist
Instructor
Publications
Selected Publications
A selection of work spanning dermatological evaluation, fine-grained classification, and medical imaging.
Robustness of Deep Learning Models in Dermatological Evaluation: A Critical Assessment
S Mishra, S Chaudhary, H Imaizumi, & T Yamasaki
IEICE Transactions on Information & Systems
Vol 104 (3), pp. 419-429
Interpreting fine-grained dermatological classification by deep learning
S Mishra, H Imaizumi, & T Yamasaki
CVPR-W 2019 (Selected for Oral)
Improving image classifiers for small datasets by learning rate adaptations
S Mishra, H Imaizumi, & T Yamasaki
MVA 2019 (Selected for Oral)
pp. 1-6
SLATE: Virtualizing multiscale CT
S Mishra, KS Sharma, SJ Lee, EJ Fox & G Wang
Journal of X-ray Science & Technology
Vol 20 (2), pp. 239-248, 2012
Collimator width optimization in X-ray luminescent computed tomography (XLCT) with selective excitation scheme
S Mishra & R Kappiyoor
Journal of Medical Imaging & Health Informatics
Vol 4 (5), pp. 681-686, 2014
Contact
Get in Touch
Reach out via academic or industry channels depending on the context of the conversation.
University of Tokyo
sourav [at] hal.t.u-tokyo.ac.jp
Computer Vision & Media Lab
Engineering Building 2
University of Tokyo
7-3-1 Hongo, Bunkyo-ku
Tokyo 113-8656
Engineering Building 2
University of Tokyo
7-3-1 Hongo, Bunkyo-ku
Tokyo 113-8656
theAstate-Kinliser
sourav [at] astate [dot] ai
10F D-LIFE Place Minamiaoyama
2-26-1 Minamiaoyama, Minato-ku
Tokyo 107-0062
2-26-1 Minamiaoyama, Minato-ku
Tokyo 107-0062