Ingyu Lee

36 papers A 2Misc 1Journal 22Unranked 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Access
Haile Misgna, Byung-Won On, Ingyu Lee, Gyu Sang Choi
2025 J jnl
Artif. Intell. Rev.
Haile Misgna, Byung-Won On, Ingyu Lee, Gyu Sang Choi
2025 J jnl
Pervasive Mob. Comput.
Sunho Lim, Ingyu Lee, Gyu Sang Choi, Jinseok Chae, Ellora Ashish, Eric Ward, Cong Pu
2025 conf
NAACL (Findings)
Deokgi Kim, Joonyoung Jo, Byung-Won On, Ingyu Lee
2025 J jnl
IEEE Access
Rabbiya Younas, Hafiz Muhammad Raza Ur Rehman, Ingyu Lee, Byung-Won On, Sungwon Yi, Gyu Sang Choi
2024 J jnl
IEEE Access
Jason Kim, Ingyu Lee, Chang-Seob Yang, Geon-Woo Park, Son-cheol Yu
2024 J jnl
CoRR
Yongyeon Kim, Byung-Won On, Ingyu Lee
2023 conf
ACL (Findings)
Youbin Lee, Deokgi Kim, Byung-Won On, Ingyu Lee
2022 conf
UR
Jason Kim, Ingyu Lee, Byeongjin Kim, Ki-Woong Bae, Son-cheol Yu
2022 J jnl
J. Vis.
Jeong Jae Kim, Hyejeong Kim, Jeongju Kim, Ingyu Lee, Hyunook Kim, Sang Joon Lee
2021 J jnl
IEEE Access
Jeong-Jae Kim, Byung-Won On, Ingyu Lee
2020 J jnl
Scientometrics
Namyong Kang, Jeong-Jae Kim, Byung-Won On, Ingyu Lee
2020 J jnl
J. Inf. Sci. Eng.
Hyunkwang Shin, Byung-Won On, Ingyu Lee, Gyu Sang Choi
2017 J jnl
J. Inf. Process. Syst.
Ingyu Lee, Byungin Moon
2017 J jnl
Inf. Sci.
Muhammad Zeeshan Jhandir, Tenvir Ali, Byung-Won On, Ingyu Lee, Gyu Sang Choi
2017 J jnl
Symmetry
Arif Mehmood, Byung-Won On, Ingyu Lee, Gyu Sang Choi
2015 J jnl
J. Inf. Sci.
Muhammad Omar, Byung-Won On, Ingyu Lee, Gyu Sang Choi
2015 J jnl
IEEE Trans. Knowl. Data Eng.
Gyu Sang Choi, Byung-Won On, Ingyu Lee
2014 conf
ICDIM
Wonjin Lee, Byung-Won On, Ingyu Lee, Jungin Choi
2014 J jnl
J. Intell. Inf. Syst.
Byung-Won On, Ingyu Lee, Gyu Sang Choi, Ho-Sik Park
2013 conf
ACM Southeast Regional Conference
Ingyu Lee
2012 J jnl
Microprocess. Microsystems
Gyu Sang Choi, Ingyu Lee, Mankyu Sung, Choongjae Im
2012 conf
ACM Southeast Regional Conference
Ingyu Lee
2012 J jnl
Knowl. Inf. Syst.
Byung-Won On, Ingyu Lee, Dongwon Lee
2011 J jnl
Artif. Intell. Rev.
Ingyu Lee, Byung-Won On
2011 J jnl
Appl. Intell.
Byung-Won On, Ingyu Lee
2011 conf
ACM Southeast Regional Conference
Ingyu Lee
2011 conf
ICDIM
Ingyu Lee, Byung-Won On
2010 conf
ACM Southeast Regional Conference
Ingyu Lee
2010 J jnl
J. Digit. Inf. Manag.
Byung-Won On, Ingyu Lee
2009 conf
DMIN
Ingyu Lee, Byung-Won On, Seong No Yoon
2009 conf
ICDIM
Byung-Won On, Ingyu Lee
2009 Misc conf
IC-AI
Ingyu Lee, Byung-Won On
2006 A conf
IPDPS
Konrad Malkowski, Ingyu Lee, Padma Raghavan, Mary Jane Irwin
2006 J jnl
SIAM J. Matrix Anal. Appl.
Ingyu Lee, Padma Raghavan, Esmond G. Ng
2006 A conf
IPDPS
Konrad Malkowski, Ingyu Lee, Padma Raghavan, Mary Jane Irwin
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"