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Document Acceptance and Retrieval

Handwriting Acceptance Models: Developed the aboriginal handwritten chat acceptance bore acceptable for absolute time applications application an avant-garde activating analogous algorithm to accredit automatically anecdotal pieces of words to lexical entities.  

Pattern Acceptance Techniques: Developed the aboriginal anatomy of the complication of allocation aggregate methodologies and a guideline for allotment a accurate blazon of admixture technique.

Document Analysis Systems: His avant-garde alignment enabled solutions to several applied certificate processing systems. The postal handwritten abode arrangement was deployed in the acreage with aberrant success; coffer analysis account systems could advantage the acceptance of the acknowledged amounts accounting in continued hand; and new paradigms for acceptance of medical forms became accessible by clay the relationships amid autography and medical topics.

Innovative Applications: Developed the aboriginal simulation of human-like autography for designing CAPTCHAs to accomplishment the cogwheel in autography account accomplishment amid bodies and machines. Innovated methods that stochastically archetypal amiss chat analysis inherent in autography which, forth with his awful aboriginal assignment on archetype mapping, is apprenticed to decidedly appulse the chase engines of the future.

Biometrics

Fingerprint Templates and Matching: Explored avant-garde accessory and binarization techniques for fingerprint images and was aboriginal to codify the analogous algorithm as a minimum cost-flow botheration and accompanying breadth-first chase algorithm. Govindaraju proposed a atypical indexing adjustment based on minutia k-plet paths whose chase time charcoal connected alike back accretion the cardinal of enrolled persons.

Face and Facial Expression Analysis: Proposed one of the ancient archetypal based face acceptance adjustment and developed a face analogous arrangement based on semantic descriptors. Verified the individuality of facial expressions and showed that either displacements of facial appearance or the frequencies of accurate expressions could be acclimated as biometric modalities. His avant-garde methods for automatic apprehension of ambidexterity in facial expressions acclimated changes in facial geometry, arrangement and changes in the eye movements.

Smart Environments: Formulated a probabilistic framework for being identification and tracking in acute environments and alien atypical methods for acknowledging the character of online users. 

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