Randi Fu

20 papers Journal 19Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Geosci. Remote. Sens. Lett.
Jiezhi Lv, Nan Wu, Wei Jin, Randi Fu
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Mingzhu You, Xiangchao Meng, Qiang Liu, Feng Shao, Randi Fu
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Nan Wu, Wei Jin, Randi Fu
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Wei Jin, Zhoutao Cai, Yukai Pan, Randi Fu
2022 J jnl
Neural Comput. Appl.
Tao Li, Wei Jin, Randi Fu, Caifen He
2022 J jnl
BMC Medical Imaging
Yutao Wang, Shuying Luo, Gehui Jin, Randi Fu, Zhongfei Yu, Jian Zhang
2020 J jnl
IEEE Access
Yu Li, Randi Fu, Xiangchao Meng, Wei Jin, Feng Shao
2020 J jnl
J. Vis. Commun. Image Represent.
Yiming Xiong, Feng Shao, Xiangchao Meng, Qiuping Jiang, Weiwei Sun, Randi Fu, Yo-Sung Ho
2019 J jnl
Signal Image Video Process.
Yan Yang, Feng Shao, Zhenqi Fu, Randi Fu
2019 J jnl
IEEE Access
Bingzhong Zhou, Feng Shao, Xiangchao Meng, Randi Fu, Yo-Sung Ho
2019 J jnl
IEEE Access
Xuejin Wang, Feng Shao, Qiuping Jiang, Randi Fu, Yo-Sung Ho
2019 J jnl
Inf. Fusion
Xiangchao Meng, Huanfeng Shen, Huifang Li, Liangpei Zhang, Randi Fu
2019 J jnl
Inf. Sci.
Feng Shao, Yanjia Fei, Randi Fu, Gangyi Jiang, Yo-Sung Ho
2018 J jnl
Signal Image Video Process.
Wei Jin, Fei Gong, Xingbin Zeng, Randi Fu
2018 J jnl
Inf. Sci.
Fucui Li, Feng Shao, Qiuping Jiang, Randi Fu, Gangyi Jiang, Mei Yu
2018 J jnl
IEEE Access
Zhenqi Fu, Feng Shao, Qiuping Jiang, Randi Fu, Yo-Sung Ho
2016 J jnl
Sensors
Wei Jin, Fei Gong, Xingbin Zeng, Randi Fu
2014 J jnl
Digit. Signal Process.
Feng Shao, Gangyi Jiang, Mei Yu, Fucui Li, Zongju Peng, Randi Fu
2014 J jnl
Pattern Recognit. Lett.
Wei Jin, Lei Wang, Xingbin Zeng, Zhen Liu, Randi Fu
2005 conf
ICIP (2)
Gangyi Jiang, Mei Yu, Xien Ye, Liangzhong Fan, Randi Fu
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"