Hamdi Dibeklioglu

62 papers A* 5A 4B 7Journal 29Unranked 16
YearRankTypeTitle / Venue / Authors
2026 J jnl
Neurocomputing
Saeed Karimi, Hamdi Dibeklioglu
2025 J jnl
Neurocomputing
Saeed Karimi, Hamdi Dibeklioglu
2025 J jnl
IEEE Trans. Affect. Comput.
Kaan Gönç, Hamdi Dibeklioglu
2025 J jnl
IEEE Trans. Affect. Comput.
Berat Bicer, Bahadir Durmaz, Serhat Aras, Hamdi Dibeklioglu
2025 J jnl
Image Vis. Comput.
Saeed Karimi, Hamdi Dibeklioglu
2024 J jnl
IEEE Trans. Affect. Comput.
Berat Bicer, Hamdi Dibeklioglu
2024 ed.
ICMI Companion
Hayley Hung, Catharine Oertel, Mohammad Soleymani, Theodora Chaspari, Hamdi Dibeklioglu, Jainendra Shukla, Khiet P. Truong
2024 J jnl
Turkish J. Electr. Eng. Comput. Sci.
Aydamir Mirzayev, Hamdi Dibeklioglu
2024 B ed.
ICMI
Hayley Hung, Catharine Oertel, Mohammad Soleymani, Theodora Chaspari, Hamdi Dibeklioglu, Jainendra Shukla, Khiet P. Truong
2024 J jnl
Turkish J. Electr. Eng. Comput. Sci.
Saeed Karimi, Hamdi Dibeklioglu
2023 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Selim Firat Yilmaz, Ergün Batuhan Kaynak, Aykut Koç, Hamdi Dibeklioglu, Suleyman Serdar Kozat
2023 B conf
ICMI
Kaan Gönç, Baturay Saglam, Onat Dalmaz, Tolga Çukur, Suleyman Serdar Kozat, Hamdi Dibeklioglu
2022 J jnl
IEEE J. Biomed. Health Informatics
Zhao Yin, Victor Geraedts, Ziqi Wang, Maria Fiorella Contarino, Hamdi Dibeklioglu, Jan van Gemert
2022 conf
SIU
Kaan Gonc, Baturay Saglam, Suleyman S. Kozat, Hamdi Dibeklioglu
2021 J jnl
J. Multimodal User Interfaces
Hamdi Dibeklioglu, Elif Sürer, Albert Ali Salah, Thierry Dutoit
2021 A conf
EASE
K. Ayberk Tecimer, Eray Tüzün, Hamdi Dibeklioglu, Hakan Erdogmus
2021 A conf
AAMAS
Guangliang Li, Hamdi Dibeklioglu, Shimon Whiteson, Hayley Hung
2021 A conf
WACV
Lê Minh Ngô, Wei Wang, Burak Mandira, Sezer Karaoglu, Henri Bouma, Hamdi Dibeklioglu, Theo Gevers
2021 J jnl
J. Multimodal User Interfaces
Dersu Giritlioglu, Burak Mandira, Selim Firat Yilmaz, Can Ufuk Ertenli, Berhan Faruk Akgür, Merve Kiniklioglu, Asli Gül Kurt, Emre Mutlu, Seref Can Gürel, Hamdi Dibeklioglu
2021 J jnl
Image Vis. Comput.
Süleyman Aslan, Ugur Güdükbay, Hamdi Dibeklioglu
2020 J jnl
IEEE Trans. Image Process.
Wenjie Pei, Hamdi Dibeklioglu, Tadas Baltrusaitis, David M. J. Tax
2020 J jnl
IEEE Trans. Affect. Comput.
Hamdi Dibeklioglu, Theo Gevers
2020 conf
ICMI Companion
Diyala Erekat, Zakia Hammal, Maimoon Siddiqui, Hamdi Dibeklioglu
2020 J jnl
CoRR
Guangliang Li, Hamdi Dibeklioglu, Shimon Whiteson, Hayley Hung
2020 J jnl
Auton. Agents Multi Agent Syst.
Guangliang Li, Hamdi Dibeklioglu, Shimon Whiteson, Hayley Hung
2020 J jnl
CoRR
Selim Firat Yilmaz, Ergün Batuhan Kaynak, Aykut Koç, Hamdi Dibeklioglu, Suleyman Serdar Kozat
2020 B conf
ICMI
Itir Önal Ertugrul, Jeffrey F. Cohn, Hamdi Dibeklioglu
2019 J jnl
Signal Image Video Process.
Yalim Dogan, Serkan Demirci, Ugur Güdükbay, Hamdi Dibeklioglu
2019 conf
IPTA
Abdullah Emir Zeylan, Albert Ali Salah, Hamdi Dibeklioglu, Zeynep Tüfekçioglu, Basar Bilgiç, Murat Emre
2019 conf
ICCV Workshops
Nedko Savov, Minh Ngô, Sezer Karaoglu, Hamdi Dibeklioglu, Theo Gevers
2018 J jnl
CoRR
Minh Ngô, Burak Mandira, Selim Firat Yilmaz, Ward Heij, Sezer Karaoglu, Henri Bouma, Hamdi Dibeklioglu, Theo Gevers
2018 J jnl
IEEE J. Biomed. Health Informatics
Hamdi Dibeklioglu, Zakia Hammal, Jeffrey F. Cohn
2018 J jnl
Image Vis. Comput.
Itir Önal Ertugrul, László A. Jeni, Hamdi Dibeklioglu
2018 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Wenjie Pei, Hamdi Dibeklioglu, David M. J. Tax, Laurens van der Maaten
2017 J jnl
CoRR
Wenjie Pei, Hamdi Dibeklioglu, Tadas Baltrusaitis, David M. J. Tax
2017 A* conf
ICCV
Hamdi Dibeklioglu
2017 B conf
FG
Itir Önal Ertugrul, Hamdi Dibeklioglu
2016 conf
ICME Workshops
Idil Esen Zulfikar, Hamdi Dibeklioglu, Hazim Kemal Ekenel
2016 conf
CVPR Workshops
Furkan Gürpinar, Heysem Kaya, Hamdi Dibeklioglu, Albert Ali Salah
2016 A conf
AAMAS
Guangliang Li, Hamdi Dibeklioglu, Shimon Whiteson, Hayley Hung
2015 J jnl
IEEE Trans. Image Process.
Hamdi Dibeklioglu, Fares Alnajar, Albert Ali Salah, Theo Gevers
2015 B conf
ICMI
Hamdi Dibeklioglu, Zakia Hammal, Ying Yang, Jeffrey F. Cohn
2015 J jnl
IEEE Trans. Multim.
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2015 J jnl
CoRR
Wenjie Pei, Hamdi Dibeklioglu, David M. J. Tax, Laurens van der Maaten
2014 B conf
ICPR
Yuanhao Guo, Hamdi Dibeklioglu, Laurens van der Maaten
2014 conf
SIU
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2014 conf
FFER@ICPR
Hamdi Dibeklioglu, Albert Ali Salah, Furkan Gürpinar
2014 conf
CVPR Workshops
Lu Zhang, Hamdi Dibeklioglu, Laurens van der Maaten
2014 A* conf
CVPR
Lu Zhang, Hamdi Dibeklioglu, Laurens van der Maaten
2014 conf
HBU
Hamdi Dibeklioglu, Theo Gevers, Marcel P. Lucassen, Albert Ali Salah
2013 conf
SIU
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2013 A* conf
ICCV
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2012 J jnl
IEEE Trans. Image Process.
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2012 A* conf
ACM Multimedia
Hamdi Dibeklioglu, Theo Gevers, Albert Ali Salah, Roberto Valenti
2012 conf
ECCV (3)
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2012 conf
SIU
Hamdi Dibeklioglu, Albert Ali Salah, Theo Gevers
2011 J jnl
J. Multimodal User Interfaces
Hamdi Dibeklioglu, Marcos Ortega Hortas, Ilkka Kosunen, Petr Zuzánek, Albert Ali Salah, Theo Gevers
2010 A* conf
ACM Multimedia
Hamdi Dibeklioglu, Roberto Valenti, Albert Ali Salah, Theo Gevers
2009 conf
ICB
Hamdi Dibeklioglu, Berk Gökberk, Lale Akarun
2008 conf
BIOID
Nese Alyüz, Berk Gökberk, Hamdi Dibeklioglu, Arman Savran, Albert Ali Salah, Lale Akarun, Bülent Sankur
2008 conf
BIOID
Arman Savran, Nese Alyüz, Hamdi Dibeklioglu, Oya Çeliktutan, Berk Gökberk, Bülent Sankur, Lale Akarun
2008 B conf
FG
Nese Alyüz, Berk Gökberk, Hamdi Dibeklioglu, Lale Akarun
redb/extractors/pe_extractors/pe_extra_findings.py
← Index redb/extractors/pe_extractors/pe_extra_findings.py python
from hashlib import md5, sha1, sha256
import inspect
import pefile
from magika import Magika
import json
from datetime import datetime, timezone
from typing import List, Optional, Any
from asn1crypto import cms, pem, x509, core
from dataclasses import asdict

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEExtraFinding, PECertificate


class PEExtraFindings(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_extrafindings"
        self.log.debug(inspect.currentframe().f_code.co_name)
        self.has_binary_overlay = False
        self.has_binary_resource = False
        self.findings = []

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

    """
    The section below triggers in case of a binary which is not signed.
    It trigger the scan for Certificates inside the binary, for example
    inside a resource or an overlay.
    """

    def _scan_for_certificates(self):
        """
        Comprehensive scan for certificate data in PE file.
        Returns list of tuples (location_description, certificate_data)
        """
        self.log.debug(inspect.currentframe().f_code.co_name)

        # 1. Scan resources for embedded PE files
        self._scan_resources_for_certificates()

        # 3. Scan overlay
        overlay_data = self.pe.get_overlay()
        if overlay_data:
            self._scan_overlay_for_certificates(overlay_data)


    def _extract_certificate_info(self, cert_data):
        self.log.debug(inspect.currentframe().f_code.co_name)

        certificate = x509.Certificate.load(cert_data)
        certificate_serial_number = format(certificate.serial_number, "x").upper()
        grouped_serial_number = ":".join(
            [
                certificate_serial_number[i : i + 2]
                for i in range(0, len(certificate_serial_number), 2)
            ]
        )
        return PECertificate(
            certificate_serial_number=grouped_serial_number,
            certificate_issuer=certificate.issuer.human_friendly,
            certificate_subject=certificate.subject.human_friendly,
            certificate_valid_from=certificate["tbs_certificate"]["validity"][
                "not_before"
            ].native.strftime("%Y-%m-%d %H:%M:%S"),
            certificate_valid_to=certificate["tbs_certificate"]["validity"][
                "not_after"
            ].native.strftime("%Y-%m-%d %H:%M:%S"),
            certificate_thumbprint=sha1(cert_data).hexdigest().upper(),
            certificate_algorithm=None,
        )

    def _extract_standard_certificates(self, pe):
        self.log.debug(inspect.currentframe().f_code.co_name)
        address = pe.OPTIONAL_HEADER.DATA_DIRECTORY[
            pefile.DIRECTORY_ENTRY["IMAGE_DIRECTORY_ENTRY_SECURITY"]
        ].VirtualAddress
        size = pe.OPTIONAL_HEADER.DATA_DIRECTORY[
            pefile.DIRECTORY_ENTRY["IMAGE_DIRECTORY_ENTRY_SECURITY"]
        ].Size

        addr_8 = address + 8
        signature_data = bytes(
            pe.write()[addr_8 : addr_8 + size]  # noqa E203
        )  # Ensure this is a bytes object
        if pem.detect(signature_data):
            signature_data = pem.unarmor(signature_data)

        content_info = cms.ContentInfo.load(signature_data)
        signed_data = content_info["content"]
        certificates = signed_data["certificates"]

        certificates_list = []
        for cert in certificates:
            cert_info = self._extract_certificate_info(cert.chosen.dump())
            certificates_list.append(cert_info)

        return certificates_list

    def _is_signed(self, pedata):
        address = pedata.OPTIONAL_HEADER.DATA_DIRECTORY[
            pefile.DIRECTORY_ENTRY["IMAGE_DIRECTORY_ENTRY_SECURITY"]
        ].VirtualAddress
        if address == 0:
            return False
        return True

    def _scan_resources_for_certificates(self):
        """Scan resources for embedded PE files and their certificates"""
        self.log.debug(inspect.currentframe().f_code.co_name)

        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                for entry in self.pe.DIRECTORY_ENTRY_RESOURCE.entries:
                    for resource in self._get_resource_data(entry):
                        # Check if resource data might be a PE file
                        resource_magika = Magika().identify_bytes(resource).output.label
                        if resource.startswith(b"MZ") or resource_magika == "pebin":
                            try:
                                embedded_pe = pefile.PE(data=resource)
                                if self._is_signed(embedded_pe):
                                    cert_data = self._extract_standard_certificates(
                                        embedded_pe
                                    )
                                    if cert_data:
                                        # certificates.append(
                                        #     (f"Resource_{entry.id}", cert_data)
                                        # )
                                        self.findings.append(
                                            PEExtraFinding(
                                                context=f"Resource ({sha256(resource).hexdigest()}) is a PE file. Found Code Signing Certificates information inside.",
                                                finding=cert_data,
                                            )
                                        )
                            except Exception as e:
                                self.log.warning(
                                    f"Resource {sha256(resource).hexdigest()} is not a valid PE: {e}"
                                )

                        # Direct certificate pattern matching in resource
                        cert_data = self._find_certificate_patterns(resource)
                        if cert_data:
                            # certificates.append((f"Resource_{entry.id}", cert_data))
                            self.findings.append(
                                PEExtraFinding(
                                    context=f"Resource ({sha256(resource).hexdigest()}) is a PE file.\
                                    Found Code Signing Certificates information inside.",
                                    finding=cert_data,
                                )
                            )

        except Exception as e:
            self.log.error(f"Failed to scan resources: {e}")


    def _scan_overlay_for_certificates(self, overlay_data) -> List[bytes]:
        """Scan PE overlay for certificate data"""
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            # Check if overlay is a PE file
            overlay_magika = Magika().identify_bytes(overlay_data).output.ct_label
            if overlay_data.startswith(b"MZ") or overlay_magika == "pebin":
                try:
                    overlay_pe = pefile.PE(data=overlay_data)
                    if self._is_signed(overlay_pe):
                        cert_data = self._extract_standard_certificates(overlay_data)
                        if cert_data:
                            self.findings.append(
                                PEExtraFinding(
                                    context=f"Overlay data ({sha256(overlay_data).hexdigest()}) is a PE file.\
                                    Found Code Signing Certificates information inside.",
                                    finding=cert_data,
                                )
                            )
                except Exception as e:
                    self.log.warning(f"Error looking for certificates in Overlay: {e}")
                    pass

            # Direct certificate pattern matching in overlay
            cert_data = self._find_certificate_patterns(overlay_data)
            if cert_data:
                self.findings.append(
                    PEExtraFinding(
                        context=f"Overlay data ({sha256(overlay_data).hexdigest()}) is a PE file.\
                        Found Code Signing Certificates information inside.",
                        finding=cert_data,
                    )
                )
        except Exception as e:
            self.log.error(f"Failed to scan overlay: {e}")


    def _get_resource_data(self, entry) -> List[bytes]:
        """Recursively get resource data"""
        resources = []
        try:
            if hasattr(entry, "directory"):
                for subentry in entry.directory.entries:
                    resources.extend(self._get_resource_data(subentry))
            else:
                data = self.pe.get_data(
                    entry.data.struct.OffsetToData, entry.data.struct.Size
                )
                resources.append(data)
        except Exception as e:
            self.log.error(f"Failed to get resource data: {e}")
        return resources

    def _find_certificate_patterns(self, data: bytes) -> Optional[bytes]:
        """Find certificate patterns in binary data"""
        # PKCS#7 SignedData OID pattern
        PKCS7_PATTERN = b"\x06\x09\x2A\x86\x48\x86\xF7\x0D\x01\x07\x02"

        try:
            idx = data.find(PKCS7_PATTERN)
            if idx != -1:
                # Search backwards for ASN.1 sequence marker
                for i in range(idx, max(0, idx - 50), -1):
                    if data[i] == 0x30:  # ASN.1 SEQUENCE
                        try:
                            # Try to parse as X.509 certificate
                            cert = x509.load_der_x509_certificate(
                                data[i:], default_backend()
                            )
                            return data[i:]
                        except Exception:
                            continue
        except Exception as e:
            self.log.error(f"Failed to find certificate patterns: {e}")
        return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        self.log.debug(inspect.currentframe().f_code.co_name)
        if exporter_type == "ElasticsearchExporter":
            return self.findings
        elif exporter_type == "ClickHouseExporter":
            current_time = datetime.now(timezone.utc)
            
            data = [
                [
                    self.sha256,
                    self.md5,
                    self.sha1,
                    finding.context,
                    [asdict(cert) for cert in finding.finding] if finding.finding else None,
                    current_time
                ]
                for finding in self.findings
            ]
            
            column_names = [
                'sha256', 'md5', 'sha1', 'context', 'finding', 'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'String', 'Array(JSON)', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

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

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            self._scan_for_certificates()
            if len(self.findings) > 0:
                return self.findings
            return None
        except Exception as e:
            self.log.error(f"Error extracting PE Extras: {e}")
            return None