Omkar M. Parkhi

30 papers A* 4A 3B 3Journal 11Unranked 8
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Charig Yang, Samiul Alam, Shakhrul Iman Siam, Michael J. Proulx, Lambert Mathias, Kiran K. Somasundaram, Luis Pesqueira, James Fort, Sheroze Sheriffdeen, Omkar M. Parkhi, Carl Yuheng Ren, Mi Zhang, Yuning Chai, Richard A. Newcombe, Hyo Jin Kim
2024 J jnl
CoRR
Zhaoyang Lv, Nicholas Charron, Pierre Moulon, Alexander Gamino, Cheng Peng, Chris Sweeney, Edward Miller, Huixuan Tang, Jeff Meissner, Jing Dong, Kiran K. Somasundaram, Luis Pesqueira, Mark Schwesinger, Omkar M. Parkhi, Qiao Gu, Renzo De Nardi, Shangyi Cheng, Steve Saarinen, Vijay Baiyya, Yuyang Zou, Richard A. Newcombe, Jakob Julian Engel, Xiaqing Pan, Carl Yuheng Ren
2024 J jnl
CoRR
Zirui Wang, Wenjing Bian, Omkar M. Parkhi, Carl Yuheng Ren, Victor Adrian Prisacariu
2024 conf
ICDAR (6)
Soumya Jahagirdar, Ajoy Mondal, Yuheng (Carl) Ren, Omkar M. Parkhi, C. V. Jawahar
2023 A* conf
ICCV
Xiaqing Pan, Nicholas Charron, Yongqian Yang, Scott Peters, Thomas Whelan, Chen Kong, Omkar M. Parkhi, Richard A. Newcombe, Carl Yuheng Ren
2023 J jnl
CoRR
Xiaqing Pan, Nicholas Charron, Yongqian Yang, Scott Peters, Thomas Whelan, Chen Kong, Omkar M. Parkhi, Richard A. Newcombe, Carl Yuheng Ren
2023 J jnl
CoRR
Nikhil Raina, Guruprasad Somasundaram, Kang Zheng, Steve Saarinen, Jeff Messiner, Mark Schwesinger, Luis Pesqueira, Ishita Prasad, Edward Miller, Prince Gupta, Mingfei Yan, Richard A. Newcombe, Carl Yuheng Ren, Omkar M. Parkhi
2022 J jnl
CoRR
Andrew Brown, Cheng-Yang Fu, Omkar M. Parkhi, Tamara L. Berg, Andrea Vedaldi
2022 conf
ECCV (15)
Andrew Brown, Cheng-Yang Fu, Omkar M. Parkhi, Tamara L. Berg, Andrea Vedaldi
2020 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Omkar M. Parkhi, Esa Rahtu, Qiong Cao, Andrew Zisserman
2018 J jnl
Image Vis. Comput.
Nate Crosswhite, Jeffrey Byrne, Chris Stauffer, Omkar M. Parkhi, Qiong Cao, Andrew Zisserman
2018 B conf
FG
Qiong Cao, Li Shen, Weidi Xie, Omkar M. Parkhi, Andrew Zisserman
2017 B conf
FG
Nate Crosswhite, Jeffrey Byrne, Chris Stauffer, Omkar M. Parkhi, Qiong Cao, Andrew Zisserman
2017 J jnl
CoRR
Qiong Cao, Li Shen, Weidi Xie, Omkar M. Parkhi, Andrew Zisserman
2016 J jnl
CoRR
Nate Crosswhite, Jeffrey Byrne, Omkar M. Parkhi, Chris Stauffer, Qiong Cao, Andrew Zisserman
2015 A conf
BMVC
Omkar M. Parkhi, Andrea Vedaldi, Andrew Zisserman
2015 A conf
BMVC
Elliot J. Crowley, Omkar M. Parkhi, Andrew Zisserman
2015
Omkar M. Parkhi
2015 J jnl
Int. J. Multim. Inf. Retr.
Ken Chatfield, Relja Arandjelovic, Omkar M. Parkhi, Andrew Zisserman
2014 A* conf
CVPR
Omkar M. Parkhi, Karen Simonyan, Andrea Vedaldi, Andrew Zisserman
2014 conf
ICVGIP
Makarand Tapaswi, Omkar M. Parkhi, Esa Rahtu, Eric Sommerlade, Rainer Stiefelhagen, Andrew Zisserman
2013 A conf
BMVC
Karen Simonyan, Omkar M. Parkhi, Andrea Vedaldi, Andrew Zisserman
2013 B conf
ICMR
Kevin McGuinness, Noel E. O'Connor, Robin Aly, Franciska de Jong, Ken Chatfield, Omkar M. Parkhi, Relja Arandjelovic, Andrew Zisserman, Matthijs Douze, Cordelia Schmid
2013 conf
TRECVID
Robin Aly, Relja Arandjelovic, Ken Chatfield, Matthijs Douze, Basura Fernando, Zaïd Harchaoui, Kevin McGuinness, Noel E. O'Connor, Dan Oneata, Omkar M. Parkhi, Danila Potapov, Jérôme Revaud, Cordelia Schmid, Jochen Schwenninger, David Scott, Tinne Tuytelaars, Jakob Verbeek, Heng Wang, Andrew Zisserman
2012 conf
TRECVID
Robin Aly, Kevin McGuinness, Shu Chen, Noel E. O'Connor, Ken Chatfield, Omkar M. Parkhi, Relja Arandjelovic, Andrew Zisserman, Basura Fernando, Tinne Tuytelaars, Dan Oneata, Matthijs Douze, Jérôme Revaud, Jochen Schwenninger, Danila Potapov, Heng Wang, Zaïd Harchaoui, Jakob Verbeek, Cordelia Schmid
2012 A* conf
CVPR
Omkar M. Parkhi, Andrea Vedaldi, Andrew Zisserman, C. V. Jawahar
2012 conf
WIAMIS
Omkar M. Parkhi, Andrea Vedaldi, Andrew Zisserman
2011 A* conf
ICCV
Omkar M. Parkhi, Andrea Vedaldi, C. V. Jawahar, Andrew Zisserman
2010 conf
TRECVID
Mayank Juneja, Siddhartha Chandra, Omkar M. Parkhi, C. V. Jawahar, Andrea Vedaldi, Marcin Marszalek, Andrew Zisserman
2009 conf
TRECVID
Sreekanth Vempati, Mihir Jain, Omkar M. Parkhi, C. V. Jawahar, Marcin Marszalek, Andrea Vedaldi, Andrew Zisserman
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

    def tag(self):
        return Tag.BASIC_PROPERTIES.value

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

    def get_clickhouse_table(self) -> str:
        return "redb_basic_properties"