基本信息
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Bio
I am interested in developing novel computer vision and machine learning algorithms to solve visual analysis problems arising from diverse real-world applications. Majority of my current research can be categorized into three major thematic areas -
Data-efficient Deep Learning: zero-shot/few-shot knowledge distillation, continual learning, source-free/unsupervised domain adaptation, data-free adversarial defense, privacy-preserving ML etc.
Cross-modal Computer Vision: text-based image retrieval, sketch-guided localization, scene-graph generation, visual question answering etc.
Video Surveillance: robust and scalable person-reidentification, anomaly detection, human gait and pose analysis etc.
In the past, I have extensively worked on biological and medical image analysis problems (e.g., registration, cell segmentation, spatio-temporal cell tracking, cell and tissue resolution 3D reconstruction of confocal image stacks, analysis of clinical MR and CT images etc.). I am also interested in data-association problems on graphs and their applications to visual analytics tasks.
Data-efficient Deep Learning: zero-shot/few-shot knowledge distillation, continual learning, source-free/unsupervised domain adaptation, data-free adversarial defense, privacy-preserving ML etc.
Cross-modal Computer Vision: text-based image retrieval, sketch-guided localization, scene-graph generation, visual question answering etc.
Video Surveillance: robust and scalable person-reidentification, anomaly detection, human gait and pose analysis etc.
In the past, I have extensively worked on biological and medical image analysis problems (e.g., registration, cell segmentation, spatio-temporal cell tracking, cell and tissue resolution 3D reconstruction of confocal image stacks, analysis of clinical MR and CT images etc.). I am also interested in data-association problems on graphs and their applications to visual analytics tasks.
Research Interests
Papers共 100 篇Author StatisticsCo-AuthorSimilar Experts
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合作机构
USENIX Security Symposium (2024)
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Sādhanāno. 2 (2024): 1-7
Social Science Research Networkno. 5 (2024): 14857-14881
CoRR (2024)
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HPCApp.233-246, (2023)
CoRR (2023)
WACVpp.4611-4620, (2023)
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Author Statistics
#Papers: 97
#Citation: 1422
H-Index: 20
G-Index: 36
Sociability: 5
Diversity: 3
Activity: 104
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