Rajiv Mehrotra

71 papers A* 6A 2B 3Misc 3Journal 34Unranked 21
YearRankTypeTitle / Venue / Authors
2004 J jnl
Appl. Intell.
Charles L. Karr, Thomas A. Zeiler, Rajiv Mehrotra
2004 J jnl
IEEE Trans. Multim.
Ahmet Ekin, A. Murat Tekalp, Rajiv Mehrotra
2003 J jnl
IEEE Trans. Image Process.
Ahmet Ekin, A. Murat Tekalp, Rajiv Mehrotra
2002 B conf
IEEE Congress on Evolutionary Computation
Charles L. Karr, Thomas A. Zeiler, Rajiv Mehrotra
2002 conf
GECCO Late Breaking Papers
Charles L. Karr, Thomas A. Zeiler, Rajiv Mehrotra
2002 conf
ICIP (1)
Ahmet Ekin, Rajiv Mehrotra, A. Murat Tekalp
2002 J jnl
IEEE Trans. Image Process.
A. Müfit Ferman, A. Murat Tekalp, Rajiv Mehrotra
2002 conf
ICME (2)
Ruoyu Roy Wang, Thomas S. Huang, Peter O. Stubler, Rajiv Mehrotra
2002 conf
ICIP (1)
Ana B. Benitez, Hawley K. Rising, Corinne Jörgensen, Riccardo Leonardi, Alessandro Bugatti, Kôiti Hasida, Rajiv Mehrotra, A. Murat Tekalp, Ahmet Ekin, Toby Walker
2002 J jnl
IEEE Trans. Image Process.
Yue Fu, Ahmet Ekin, A. Murat Tekalp, Rajiv Mehrotra
2001 conf
ICIP (2)
Ahmet Ekin, Rajiv Mehrotra, A. Murat Tekalp
2001 Misc conf
ICASSP
Ahmet Ekin, A. Murat Tekalp, Rajiv Mehrotra
2001 conf
Storage and Retrieval for Media Databases
Ahmet Ekin, A. Murat Tekalp, Rajiv Mehrotra
2000 A conf
GECCO
Rajiv Mehrotra, Charles L. Karr, Rodney Bowersox
2000 B conf
ICIP
A. Müfit Ferman, Santhana Krishnamachari, A. Murat Tekalp, Mohamed Abdel-Mottaleb, Rajiv Mehrotra
2000 B conf
ICIP
Ahmet Ekin, Rajiv Mehrotra, A. Murat Tekalp
1999 J jnl
IEEE Trans. Syst. Man Cybern. Part B
Krishnendu Chaudhury, Rajiv Mehrotra, C. Srinivasan
1999 J jnl
IEEE Multim.
Rajiv Mehrotra
1998 conf
ICIP (1)
Milind R. Naphade, Rajiv Mehrotra, A. Müfit Ferman, Jim Warnick, Thomas S. Huang, A. Murat Tekalp
1998 conf
ICIP (3)
A. Müfit Ferman, A. Murat Tekalp, Rajiv Mehrotra
1998 J jnl
Pattern Recognit.
Rajiv Mehrotra
1997 J jnl
IEEE Trans. Image Process.
Sugata Ghosal, Rajiv Mehrotra
1997 J jnl
J. Electronic Imaging
Rajiv Mehrotra
1997 book
William I. Grosky, Ramesh C. Jain, Rajiv Mehrotra
1997 J jnl
Pattern Recognit.
Sugata Ghosal, Rajiv Mehrotra
1996 J jnl
CVGIP Graph. Model. Image Process.
Rajiv Mehrotra, Shiming Zhan
1996 conf
Data Processing Clinic
Rajiv Mehrotra
1995 J jnl
IEEE Trans. Syst. Man Cybern.
Nagarajan Ranganathan, Rajiv Mehrotra, S. Subramaniam
1995 J jnl
IEEE Trans. Robotics Autom.
Krishnendu Chaudhury, Rajiv Mehrotra
1995 conf
VDB
Rajiv Mehrotra, James E. Gary
1995 conf
Visual Information Processing
Rajiv Mehrotra, William E. Pierson
1995 J jnl
Pattern Recognit.
Sugata Ghosal, Rajiv Mehrotra
1995 J jnl
Computer
Rajiv Mehrotra, James E. Gary
1994 A* conf
ICRA
Krishnendu Chaudhury, Rajiv Mehrotra, C. Srinivasan
1994 J jnl
IEEE Trans. Image Process.
Sugata Ghosal, Rajiv Mehrotra
1994 J jnl
Pattern Recognit.
Kameswara Rao Namuduri, Rajiv Mehrotra, Nagarajan Ranganathan
1994 conf
ICIP (2)
Sugata Ghosal, Rajiv Mehrotra
1994 conf
ICIP (1)
Sugata Ghosal, Rajiv Mehrotra
1993 J jnl
IEEE Trans. Image Process.
David Lee, Grzegorz W. Wasilkowski, Rajiv Mehrotra
1993 conf
ICNN
Sugata Ghosal, Rajiv Mehrotra
1993 A conf
CIKM
Jim Griffioen, Rajiv Mehrotra, Rajendra S. Yavatkar
1993 A* conf
ICDE
Rajiv Mehrotra, James E. Gary
1993 J jnl
IEEE Trans. Knowl. Data Eng.
P. Bruce Berra, Forouzan Golshani, Rajiv Mehrotra, Olivia R. Liu Sheng
1993 conf
ICRA (1)
Krishnendu Chaudhury, Rajiv Mehrotra
1993 J jnl
Pattern Recognit.
Sugata Ghosal, Rajiv Mehrotra
1993 J jnl
IEEE Trans. Robotics Autom.
Sugata Ghosal, Rajiv Mehrotra
1993 J jnl
Inf. Syst.
James E. Gary, Rajiv Mehrotra
1993 ch.
Computer Vision: Systems, Theory and Applications
Sugata Ghosal, Rajiv Mehrotra
1992 Misc conf
VLSI Design
N. Ranganathan, Rajiv Mehrotra, S. Kurji
1992 J jnl
Data Knowl. Eng.
William I. Grosky, Peter Neo, Rajiv Mehrotra
1992 conf
ICPR (3)
Kameswara Rao Namuduri, Rajiv Mehrotra, N. Ranganathan
1992 conf
ICPR (3)
Sugata Ghosal, Rajiv Mehrotra
1992 J jnl
Pattern Recognit.
Rajiv Mehrotra, Kameswara Rao Namuduri, Nagarajan Ranganathan
1992 J jnl
Adv. Comput.
William I. Grosky, Rajiv Mehrotra
1992 A* conf
ICRA
Sugata Ghosal, Rajiv Mehrotra
1992 A* conf
ICDE
William I. Grosky, Rajiv Mehrotra
1991 J jnl
Mach. Vis. Appl.
N. Ranganathan, Sanjay Nichani, Rajiv Mehrotra
1991 J jnl
CVGIP Image Underst.
N. Ranganathan, Rajiv Mehrotra
1991 conf
SPDP
Nagarajan Ranganathan, Rajiv Mehrotra, S. Subramaniam
1991 Misc conf
ICASSP
N. Ranganathan, Rajiv Mehrotra, Kameswara Rao Namuduri
1990 conf
ICPR (2)
N. Ranganathan, Rajiv Mehrotra
1990 J jnl
Pattern Recognit.
Rajiv Mehrotra, Sanjay Nichani, Nagarajan Ranganathan
1990 conf
ICPR (2)
K. R. Namaduri, Rajiv Mehrotra, N. Ranganathan
1990 J jnl
Comput. Vis. Graph. Image Process.
William I. Grosky, Rajiv Mehrotra
1990 J jnl
Image Vis. Comput.
Rajiv Mehrotra, Fu K. Kung, William I. Grosky
1989 A* conf
ICDE
William I. Grosky, Peter Neo, Rajiv Mehrotra
1989 conf
TAI
N. Ranganathan, Rajiv Mehrotra
1989 J jnl
J. Intell. Robotic Syst.
Rajiv Mehrotra, Robert A. Basta, Murali R. Varanasi
1989 J jnl
Computer
William I. Grosky, Rajiv Mehrotra
1989 J jnl
IEEE Trans. Robotics Autom.
Rajiv Mehrotra, William I. Grosky
1988 A* conf
ICRA
Robert A. Basta, Rajiv Mehrotra, Murali R. Varanasi
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"