Mokshith Voodarla

Mokshith Voodarla

San Francisco Bay Area
3K followers 500+ connections

Activity

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Experience

  • Sieve Graphic

    Sieve

    San Francisco Bay Area

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    San Francisco Bay Area

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    Palo Alto, California

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    Berkeley, California, United States

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    Santa Clara, California

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    San Francisco, California

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    Santa Clara, California

Education

Publications

  • S-BEV: Semantic Birds-Eye View Representation for Weather and Lighting Invariant 3-DoF Localization

    arXiv preprint arXiv:2101.09569

    We describe a light-weight, weather and lighting invariant, Semantic Bird's Eye View (S-BEV) signature for vision-based vehicle re-localization. A topological map of S-BEV signatures is created during the first traversal of the route, which are used for coarse localization in subsequent route traversal. A fine-grained localizer is then trained to output the global 3-DoF pose of the vehicle using its S-BEV and its coarse localization. We conduct experiments on vKITTI2 virtual dataset and show…

    We describe a light-weight, weather and lighting invariant, Semantic Bird's Eye View (S-BEV) signature for vision-based vehicle re-localization. A topological map of S-BEV signatures is created during the first traversal of the route, which are used for coarse localization in subsequent route traversal. A fine-grained localizer is then trained to output the global 3-DoF pose of the vehicle using its S-BEV and its coarse localization. We conduct experiments on vKITTI2 virtual dataset and show the potential of the S-BEV to be robust to weather and lighting. We also demonstrate results with 2 vehicles on a 22 km long highway route in the Ford AV dataset.

    See publication

Languages

  • English

    Native or bilingual proficiency

  • Telugu

    Native or bilingual proficiency

  • Spanish

    Limited working proficiency

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