Katharine Andrea Scott

46 papers B 1C 13Journal 30Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xinwei Chen, Muhammed Patel, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Lily de Loë, David A. Clausi, Katharine Andrea Scott
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jozef Rusin, Anthony P. Doulgeris, Katharine Andrea Scott, Thomas Lavergne, Catherine Taelman
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Nastaran Saberi, Mohammad Hossein Shaker, Claude R. Duguay, Katharine Andrea Scott, Eyke Hüllermeier
2024 J jnl
Int. J. Appl. Earth Obs. Geoinformation
Xinwei Chen, Fernando J. Pena Cantu, Muhammed Patel, Linlin Xu, Neil C. Brubacher, Katharine Andrea Scott, David A. Clausi
2024 J jnl
Remote. Sens.
Ida Moalemi, Homa Kheyrollah Pour, Katharine Andrea Scott
2024 C conf
IGARSS
Xinwei Chen, Muhammed Patel, Linlin Xu, Katharine Andrea Scott, David A. Clausi, Weimin Huang
2024 J jnl
CoRR
Muhammed Patel, Xinwei Chen, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi
2024 B conf
CEC
Sajjad Kazemi, Nasser L. Azad, Katharine Andrea Scott, Haroon B. Oqab, George B. Dietrich
2024 J jnl
IEEE Geosci. Remote. Sens. Lett.
Xinwei Chen, Muhammed Patel, Linlin Xu, Yuhao Chen, Katharine Andrea Scott, David A. Clausi
2023 J jnl
IEEE Geosci. Remote. Sens. Lett.
Xinwei Chen, Ray Valencia, Armina Soleymani, Linlin Xu, Katharine Andrea Scott
2023 C conf
IGARSS
Fernando J. Pena Cantu, Xinwei Chen, Linlin Xu, Max Ian A. Manning, Katharine Andrea Scott, David A. Clausi
2023 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xinwei Chen, Ray Valencia, Armina Soleymani, Katharine Andrea Scott
2023 conf
WACV (Workshops)
Xinwei Chen, Katharine Andrea Scott, Mingzhe Jiang, Yuan Fang, Linlin Xu, David A. Clausi
2023 C conf
IGARSS
Muhammed Patel, Xinwei Chen, Linlin Xu, Fernando J. Pena Cantu, Javier Noa Turnes, Neil C. Brubacher, David A. Clausi, Katharine Andrea Scott
2023 C conf
IGARSS
Xinwei Chen, Ray Valencia, Armina Soleymani, Katharine Andrea Scott, Mingzhe Jiang, Linln Xu, David A. Clausi
2023 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xinwei Chen, Katharine Andrea Scott, Linlin Xu, Mingzhe Jiang, Yuan Fang, David A. Clausi
2022 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Manveer Singh Tamber, Katharine Andrea Scott, Leif Toudal Pedersen
2022 J jnl
Remote. Sens.
Daniel Sola, Katharine Andrea Scott
2022 J jnl
Remote. Sens.
Nastaran Saberi, Katharine Andrea Scott, Claude R. Duguay
2022 conf
ICPR Workshops (3)
Xinwei Chen, Katharine Andrea Scott, David A. Clausi
2021 J jnl
IEEE Trans. Geosci. Remote. Sens.
Nazanin Asadi, Katharine Andrea Scott, Alexander S. Komarov, Mark Buehner, David A. Clausi
2021 C conf
IGARSS
Armina Soleymani, Katharine Andrea Scott
2021 J jnl
IEEE Geosci. Remote. Sens. Lett.
Katharine Andrea Scott
2021 J jnl
Remote. Sens.
Anmol Sharan Nagi, Devinder Kumar, Daniel Sola, Katharine Andrea Scott
2021 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Keerthijan Radhakrishnan, Katharine Andrea Scott, David A. Clausi
2021 J jnl
IEEE Trans. Geosci. Remote. Sens.
Nastaran Saberi, Richard E. J. Kelly, Jinmei Pan, Michael Durand, Joslin Goh, Katharine Andrea Scott
2020 C conf
IGARSS
Anmol Sharan Nagi, Manpreet Singh Minhas, Linlin Xu, Katharine Andrea Scott
2020 C conf
IGARSS
Daniel Sola, Anmol Sharan Nagi, Katharine Andrea Scott
2019 J jnl
IEEE Trans. Geosci. Remote. Sens.
Katharine Andrea Scott
2019 J jnl
IEEE Trans. Geosci. Remote. Sens.
Colin L. V. Cooke, Katharine Andrea Scott
2019 J jnl
Remote. Sens.
Stephen Marshall, Katharine Andrea Scott, Randall K. Scharien
2017 J jnl
Appl. Intell.
Ahmad Mozaffari, Katharine Andrea Scott, Nasser L. Azad, Shoja'eddin Chenouri
2017 J jnl
Soft Comput.
Ahmad Mozaffari, Katharine Andrea Scott, Shoja'eddin Chenouri, Nasser L. Azad
2017 C conf
IGARSS
Lei Wang, Katharine Andrea Scott, David A. Clausi, Yan Xu
2017 J jnl
IEEE Trans. Geosci. Remote. Sens.
Homa Kheyrollah Pour, Claude R. Duguay, Katharine Andrea Scott, Kyung-Kuk Kang
2017 J jnl
Remote. Sens.
Lei Wang, Katharine Andrea Scott, David A. Clausi
2017 C conf
IGARSS
Yan Xu, Katharine Andrea Scott
2016 J jnl
Remote. Sens.
Jiange Liu, Katharine Andrea Scott, Ahmed Gawish, Paul W. Fieguth
2016 J jnl
IEEE Trans. Geosci. Remote. Sens.
Lei Wang, Katharine Andrea Scott, Linlin Xu, David A. Clausi
2015 C conf
IGARSS
Jiange Liu, Katharine Andrea Scott, Paul W. Fieguth
2014 C conf
IGARSS
Zahra Ashouri, Katharine Andrea Scott
2014 J jnl
IEEE Trans. Geosci. Remote. Sens.
Katharine Andrea Scott, Mark Buehner, Tom Carrieres
2014 C conf
IGARSS
Lei Wang, Katharine Andrea Scott, David A. Clausi
2014 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Katharine Andrea Scott, Edward Li, Alexander Wong
2013 C conf
IGARSS
Alexander Wong, Katharine Andrea Scott, Edward Li, Robert Amelard
redb/extractors/pe_extractors/pe_resources.py
← Index redb/extractors/pe_extractors/pe_resources.py python
from hashlib import sha256
import inspect
from datetime import datetime, timezone
from typing import Any

import magic
from magika import Magika
import pefile
from pefile import UnicodeStringWrapperPostProcessor

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEResource


class PEResourceExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_resources"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_resources(self):
        """
        Returns:
        resources: a list of dictionaries, one per each resources type found.
                    each dictionary the key represents the name of the content,
                    which is the value itself.
                    Empty list if no resources present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        resources_list = []
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                for resource_type in self.pe.DIRECTORY_ENTRY_RESOURCE.entries:
                    # if resource_type.name is not None:
                    #     name = resource_type.name
                    # else:
                    #     name = pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    # if not name:
                    #     name = resource_type.struct.Id
                    name = (
                        resource_type.name
                        if resource_type.name is not None
                        else pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    )
                    if isinstance(name, UnicodeStringWrapperPostProcessor):
                        name = name.decode()
                    try:
                        if hasattr(resource_type, "directory"):
                            for resource_id in resource_type.directory.entries:
                                if hasattr(resource_id, "directory"):
                                    for resource_lang in resource_id.directory.entries:
                                        rsrc_data = self.pe.get_data(
                                            resource_lang.data.struct.OffsetToData,
                                            resource_lang.data.struct.Size,
                                        )
                                        file_type = magic.from_buffer(rsrc_data)
                                        magik = Magika().identify_bytes(rsrc_data).output.label

                                        rsrc_entropy = (
                                            "%.2f"
                                            % pefile.SectionStructure.entropy_H(
                                                self.pe, rsrc_data
                                            )
                                        )
                                        rsrc_sha256 = sha256(rsrc_data).hexdigest()
                                        lang = pefile.LANG.get(
                                            resource_lang.data.lang, "*unknown*"
                                        )
                                        sublang = pefile.get_sublang_name_for_lang(
                                            resource_lang.data.lang,
                                            resource_lang.data.sublang,
                                        )
                                        pe_resource = PEResource(
                                            _id=rsrc_sha256,
                                            resource_type=name,
                                            resource_entropy=rsrc_entropy,
                                            resource_sha256=rsrc_sha256,
                                            resource_filetype=file_type,
                                            resource_magika=magik,
                                            resource_language=lang,
                                            resource_rva=resource_lang.data.struct.OffsetToData,
                                            resource_size=resource_lang.data.struct.Size,
                                            resource_sub_lang=sublang,
                                        )
                                        resources_list.append(pe_resource)
                    except Exception as e:
                        self.log.warning(
                            f"Continue after Error in {self.hash.sha256}: {resource_type.name} "
                            f"Exception: {e}",
                            stack_info=True,
                        )
                        # resources_list.append({f"{e} - {resource_type.name}"})
                        continue
        except Exception as e:
            self.log.exception(
                f"Extract exports error {self.hash.sha256} Exception: {e}"
            )
        self.log.debug(f"Resource list {resources_list}")
        return resources_list

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            resources = self._extract_resources()
            # self.export_to_elastic(resources)  # Let the exporters handle this
            return resources
        except Exception as e:
            self.log.error(f"Extract resources error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            resources = self.extract()
            if resources is None:
                return None
            
            data = []
            current_time = datetime.now(timezone.utc)
            
            for resource in resources:
                data.append([
                    self.sha256,                    # sha256
                    self.md5,                       # md5
                    self.sha1,                      # sha1
                    resource.resource_type,         # resource_type
                    resource.resource_entropy,      # resource_entropy
                    resource.resource_sha256,       # resource_sha256
                    resource.resource_filetype,     # resource_filetype
                    resource.resource_magika,       # resource_magika
                    resource.resource_language,     # resource_language
                    resource.resource_sub_lang,     # resource_sub_lang
                    resource.resource_size,         # resource_size
                    resource.resource_rva,          # resource_rva
                    current_time                    # analysis_date
                ])
            
            column_names = [
                'sha256', 'md5', 'sha1', 'resource_type', 'resource_entropy',
                'resource_sha256', 'resource_filetype', 'resource_magika',
                'resource_language', 'resource_sub_lang', 'resource_size',
                'resource_rva', 'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'LowCardinality(Nullable(String))', 'Float64',
                'FixedString(64)', 'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))',
                'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))', 'UInt64',
                'UInt64', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

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