Hai Huang

20 papers C 3Journal 8Unranked 9
YearRankTypeTitle / Venue / Authors
2025 conf
BIBM
Lu Wang-Nöth, Hai Huang, Philipp Heiler, Helmut Mayer
2024 C conf
IGARSS
Hai Huang, Kevin Hild, Yixuan Wang, Marco Körner, Helmut Mayer
2024 J jnl
CoRR
Lu Wang-Nöth, Philipp Heiler, Hai Huang, Daniel Lichtenstern, Alexandra Reichenbach, Luis Flacke, Linus Maisch, Helmut Mayer
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Guozhang Liu, Baochai Peng, Ting Liu, Pan Zhang, Mengke Yuan, Chaoran Lu, Ningning Cao, Sen Zhang, Simin Huang, Tao Wang, Xiaoqiang Lu, Licheng Jiao, Qiong Liu, Lingling Li, Fang Liu, Xu Liu, Yuting Yang, Kaiqiang Chen, Zhiyuan Yan, Deke Tang, Hai Huang, Michael Schmitt, Xian Sun, Gemine Vivone, Claudio Persello, Ronny Hänsch
2024 C conf
IGARSS
Kaiqiang Chen, Xingliang Huang, Taowei Sheng, Xian Sun, Hai Huang
2023 C conf
IGARSS
Yixuan Wang, Hai Huang, Coleen Cabalo, Marco Körner, Helmut Mayer
2023 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xingliang Huang, Kaiqiang Chen, Deke Tang, Chenglong Liu, Libo Ren, Zheng Sun, Ronny Hänsch, Michael Schmitt, Xian Sun, Hai Huang, Helmut Mayer
2022 conf
CVPR Workshops
Xingliang Huang, Libo Ren, Chenglong Liu, Yixuan Wang, Hongfeng Yu, Michael Schmitt, Ronny Hänsch, Xian Sun, Hai Huang, Helmut Mayer
2020 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Xian Sun, Aijun Shi, Hai Huang, Helmut Mayer
2019 J jnl
Remote. Sens.
Tahmineh Partovi, Friedrich Fraundorfer, Reza Bahmanyar, Hai Huang, Peter Reinartz
2018 conf
IWCTS@SIGSPATIAL
Hai Huang, Patrick Burger, Matthias Schmitz, Lukas Roth, Hans-Joachim Wünsche, Helmut Mayer
2018 J jnl
Remote. Sens.
Wenkai Zhang, Hai Huang, Matthias Schmitz, Xian Sun, Hongqi Wang, Helmut Mayer
2017 conf
AGILE Conf.
Hai Huang, Helmut Mayer
2015 J jnl
Int. J. Geogr. Inf. Sci.
Hai Huang
2015 conf
SIGSPATIAL/GIS
Hai Huang, Helmut Mayer
2014 conf
AGILE Conf.
Hai Huang, Lijuan Zhang, Monika Sester
2011 conf
GIS
Hai Huang, Claus Brenner, Monika Sester
2011 conf
JURSE
Hai Huang, Claus Brenner
2009 J jnl
Ann. GIS
Hai Huang, Helmut Mayer
2007 conf
DAGM-Symposium
Hai Huang, Helmut Mayer
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"