Ozlem Karabiber Cura

21 papers C 2Journal 8Unranked 11
YearRankTypeTitle / Venue / Authors
2025 J jnl
Trans. Inst. Meas. Control
Sena Yagmur Sen, Ozlem Karabiber Cura, Gülce Cosku Yilmaz, Aydin Akan
2025 C conf
CoDIT
Meral Aslan Dil, Ozlem Karabiber Cura, Aydin Akan, Firat Kaçar
2025 J jnl
Mach. Learn. Sci. Technol.
Mehmet Sergen Catal, Abdurrahman Gumus, Ozlem Karabiber Cura, Ocan Aydin, Mehmet Zübeyir Ünlü
2024 conf
EUSIPCO
Sena Yagmur Sen, Aydin Akan, Ozlem Karabiber Cura
2024 conf
EUSIPCO
Sude Pehlivan Akbugday, Ozlem Karabiber Cura, Burak Akbugday, Aydin Akan
2023 J jnl
Biomed. Signal Process. Control.
Ozlem Karabiber Cura, Sibel Kocaaslan Atli, Aydin Akan
2023 conf
EUSIPCO
Ozlem Karabiber Cura, Sibel Kocaaslan Atli, Sena Yagmur Sen, Aydin Akan
2023 J jnl
Int. J. Neural Syst.
Ozlem Karabiber Cura, Aydin Akan, Hatice Sabiha Türe
2023 conf
EUSIPCO
Sude Pehlivan, Onur Akdemir, Ozlem Karabiber Cura, Burak Akbugday, Aydin Akan
2023 C conf
CoDIT
Sena Yagmur Sen, Ozlem Karabiber Cura, Aydin Akan
2023 conf
EUSIPCO
Burak Akbugday, Ozge Ada Bozbas, Ozlem Karabiber Cura, Sude Pehlivan, Aydin Akan
2022 conf
SIU
Ozlem Karabiber Cura, Gülce Cosku Yilmaz, Hatice Sabiha Türe, Aydin Akan
2022 J jnl
Int. J. Neural Syst.
Ozlem Karabiber Cura, Aydin Akan, Gülce Cosku Yilmaz, Hatice Sabiha Türe
2021 J jnl
Int. J. Neural Syst.
Ozlem Karabiber Cura, Aydin Akan
2021 conf
EUSIPCO
Ozlem Karabiber Cura, Gülce Cosku Yilmaz, Hatice Sabiha Türe, Aydin Akan
2021 J jnl
Int. J. Neural Syst.
Mehmet Akif Ozdemir, Ozlem Karabiber Cura, Aydin Akan
2021 J jnl
Digit. Signal Process.
Aydin Akan, Ozlem Karabiber Cura
2020 conf
EUSIPCO
Ozlem Karabiber Cura, Mehmet Akif Ozdemir, Sude Pehlivan, Aydin Akan
2020 conf
EUSIPCO
Ozlem Karabiber Cura, Mehmet Akif Ozdemir, Aydin Akan
2018 conf
SIU
Ozlem Karabiber Cura, Sibel Kocaaslan Atli, Reza Sadighzadeh, Aydin Akan
2017 conf
SIU
Ebru Sayilgan, Ozlem Karabiber Cura, Yalçin Isler
redb/extractors/pe_extractors/pe_inconsistency_tests.py
← Index redb/extractors/pe_extractors/pe_inconsistency_tests.py python
import inspect
from redb.ext.spoof_check import (
    Result,
    checksum_test,
    duplicate_test,
    import_count_test,
    linker_test,
)
from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import (
    DotNetInconsistencyTests,
    PEInconsistencyTests,
)
from datetime import datetime, timezone
from typing import Any


class PEInconstistencyTestsExtractor(PEExtractor):
    """Collection of functions to perform features inconsistency tests

    A Test where the result is True means that there is an inconsistency.
    At the moments it runs a series of inconsistency tests on PE metadata from
    - spoof_check
    - pescanner
    - dotnetfile
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
        dotnet=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.dotnet = dotnet if dotnet else None
        self.pe_inconsistency_tests = None
        self.dotnet_inconsistency_tests = None
        self.elastic_index = self.index_prefix + "-pe_inconsistency_tests"

    def tag(self):
        return [Tag.PE_INCONSISTENCY_TESTS.value, Tag.DOTNET_INCONSISTENCY_TESTS.value]

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        tests_performed = False

        # Handle PE rich header tests
        try:
            rich_header = self.pe.parse_rich_header()
            if rich_header:
                self.pe_inconsistency_tests = PEInconsistencyTests(
                    test_rich_header_checksum=checksum_test(self.pe, rich_header) == Result.INVALID,
                    test_rich_header_duplicate=duplicate_test(self.pe, rich_header) == Result.INVALID,
                    test_rich_header_linker=linker_test(self.pe, rich_header) == Result.INVALID,
                    test_rich_header_import_count=import_count_test(self.pe, rich_header) == Result.INVALID,
                )
                tests_performed = True
            else:
                self.pe_inconsistency_tests = PEInconsistencyTests(
                    test_rich_header_checksum=None,
                    test_rich_header_duplicate=None,
                    test_rich_header_linker=None,
                    test_rich_header_import_count=None,
                )
        except Exception as e:
            self.log.error(f"Error processing rich header tests for {self.hash.sha256}: {e}")
            self.pe_inconsistency_tests = None

            # self.export_to_elastic([self.pe_inconsistency_tests])

        # Handle .NET tests
        try:
            if self._check_dotnet():
                if not self.dotnet:
                    self.dotnet, self.error = self._generate_dotnetfile_object()
                if self.error:
                    self.log.error(f"Error generating .NET object {self.hash.sha256}: {self.error}")
                self.dotnet_inconsistency_tests = DotNetInconsistencyTests(
                    test_dotnet_data_dir_hidden=self.dotnet.AntiMetadataAnalysis.is_dotnet_data_directory_hidden,
                    test_dotnet_extra_data=self.dotnet.AntiMetadataAnalysis.has_metadata_table_extra_data,
                    test_dotnet_fake_types=self.dotnet.AntiMetadataAnalysis.has_self_referenced_typeref_entries,
                    test_dotnet_invalid_type_ref=self.dotnet.AntiMetadataAnalysis.has_invalid_typeref_entries,
                    test_dotnet_fake_datastreams=self.dotnet.AntiMetadataAnalysis.has_fake_data_streams,
                    test_dotnet_extra_module_table=self.dotnet.AntiMetadataAnalysis.module_table_has_multiple_rows,
                    test_dotnet_extra_assembly_table=self.dotnet.AntiMetadataAnalysis.assembly_table_has_multiple_rows,
                    test_dotnet_invalid_strings_stream=self.dotnet.AntiMetadataAnalysis.has_invalid_strings_stream_entries,
                    test_dotnet_streams_mixed_case=self.dotnet.AntiMetadataAnalysis.has_mixed_case_stream_names,
                    test_dotnet_method_def_invalid_table=self.dotnet.AntiMetadataAnalysis.has_invalid_methoddef_entries,
                    test_dotnet_max_len_exceeding_strings=self.dotnet.AntiMetadataAnalysis.has_max_len_exceeding_strings,
                )
                tests_performed = True
        except Exception as e:
            self.log.error(f"Error processing .NET tests for {self.hash.sha256}: {e}")
            self.dotnet_inconsistency_tests = None

        # self.export_to_elastic([self.dotnet_inconsistency_tests])

        # If no tests were performed, return False to skip database insertion
        if not tests_performed:
            self.log.info("No inconsistency tests were performed.")
            return False

        return True

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return [self.pe_inconsistency_tests, self.dotnet_inconsistency_tests]
        elif exporter_type == "ClickHouseExporter":
            current_time = datetime.now(timezone.utc)

            # For PE tests: if no rich header (all True), store NULL instead
            has_rich_header = any([
                hasattr(self.pe_inconsistency_tests, 'test_rich_header_checksum'),
                hasattr(self.pe_inconsistency_tests, 'test_rich_header_duplicate'),
                hasattr(self.pe_inconsistency_tests, 'test_rich_header_linker'),
                hasattr(self.pe_inconsistency_tests, 'test_rich_header_import_count')
            ])
            
            pe_tests = [
                None if not has_rich_header else self.pe_inconsistency_tests.test_rich_header_checksum,
                None if not has_rich_header else self.pe_inconsistency_tests.test_rich_header_duplicate,
                None if not has_rich_header else self.pe_inconsistency_tests.test_rich_header_linker,
                None if not has_rich_header else self.pe_inconsistency_tests.test_rich_header_import_count,
            ]
            
            # For .NET tests: if not a .NET file, store NULL instead of False
            dotnet_tests = [
                self.dotnet_inconsistency_tests.test_dotnet_data_dir_hidden if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_extra_data if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_fake_types if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_invalid_type_ref if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_fake_datastreams if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_extra_module_table if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_extra_assembly_table if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_invalid_strings_stream if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_streams_mixed_case if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_method_def_invalid_table if self.dotnet_inconsistency_tests else None,
                self.dotnet_inconsistency_tests.test_dotnet_max_len_exceeding_strings if self.dotnet_inconsistency_tests else None,
            ]
            
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                *pe_tests,
                *dotnet_tests,
                current_time
            ]]

            column_names = [
                'sha256', 'md5', 'sha1',
                'test_rich_header_checksum', 'test_rich_header_duplicate', 'test_rich_header_linker', 'test_rich_header_import_count',
                'test_dotnet_data_dir_hidden', 'test_dotnet_extra_data',
                'test_dotnet_fake_types', 'test_dotnet_invalid_type_ref',
                'test_dotnet_fake_datastreams', 'test_dotnet_extra_module_table',
                'test_dotnet_extra_assembly_table', 'test_dotnet_invalid_strings_stream',
                'test_dotnet_streams_mixed_case', 'test_dotnet_method_def_invalid_table',
                'test_dotnet_max_len_exceeding_strings', 'analysis_date'
            ]
            
            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)',
                'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)',
                'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)',
                'Nullable(Boolean)', 'Nullable(Boolean)', 'Nullable(Boolean)',
                'DateTime64(3, \'UTC\')'
            ]

            if not data:
                return None

            return (data, column_names, column_type_names)

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