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UID:41@cds.iisc.ac.in
DTSTART;TZID=Asia/Kolkata:20240226T113000
DTEND;TZID=Asia/Kolkata:20240226T123000
DTSTAMP:20240226T055854Z
URL:https://cds.iisc.ac.in/events/seminar-cds-102-26th-february-domain-ada
 ptation-for-fair-and-robust-computer-vision/
SUMMARY:{Seminar} @ CDS: #102 :26th February: "Domain Adaptation for Fair a
 nd Robust Computer Vision."
DESCRIPTION:Department of Computational and Data Sciences\n\nCDS / KIAC Sem
 inar\n\n\n\nSpeaker : Mr. Tarun Kalluri\, University of California San Die
 go.\n\nTitle : "Domain Adaptation for Fair and Robust Computer Vision."\n\
 nDate &amp\; Time : February 26\, 2024\, 11:30 AM\n\nVenue : # 102\, CDS S
 eminar Hall\n\n\n\nABSTRACT\n\nWhile recent progress significantly advance
 s the state of the art in computer vision across several tasks\, the poor 
 ability of these models to generalize to domains and categories under-repr
 esented in the training set remains a problem\, posing a direct challenge 
 to fair and inclusive computer vision. In my talk\, I will talk about my r
 ecent efforts towards improving generalizability and robustness in compute
 r vision using domain adaptation. First\, I will talk about our work on sc
 aling domain adaptation to large scale datasets using metric learning. Nex
 t\, I will introduce our new dataset effort called GeoNet aimed at benchma
 rking and developing novel algorithms towards geographical robustness in v
 arious vision tasks. Finally\, I will talk about the latest research study
 ing the role of language supervision to improve adaptation of visual model
 s to new domains.\n\nBIOGRAPHY\n\nTarun Kalluri is a fifth year PhD studen
 t at UC San Diego in the Visual Computing Group. Prior to that\, he gradua
 ted with a bachelors from Indian Institute of Technology\, Guwahati and wo
 rked as a data scientist in Oracle. His research interests lie in label an
 d data efficient learning from images and videos\, domain adaptation and i
 mproving fairness in AI. He is a recipient of IPE PhD fellowship.\n\nHost 
 Faculty: Prof. Venkatesh Babu\n\n\n\nALL ARE WELCOME
CATEGORIES:Events,Talks
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