Weiliang Liu

27 papers C 1Misc 2Journal 19Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Eng. Appl. Artif. Intell.
Weiliang Liu, Qianwen Yan, Jinyang Cheng, Qiliang Zhang, Shuai Liu, Changliang Liu
2025 J jnl
Oper. Res.
Xu Sun, Weiliang Liu
2025 J jnl
IEEE Trans. Instrum. Meas.
Quan Zhong, Shuai Liu, Changliang Liu, Weiliang Liu, Shaokang Liu, Yaqiang Zhao, Yingjie Wu
2024 J jnl
IEEE Trans. Instrum. Meas.
Changliang Liu, Shaokang Liu, Yingjie Wu, Shuai Liu, Weiliang Liu
2024 Misc conf
ICNC
Bingyan Li, Weiliang Liu, Salim Nader, Jiaqi Song, Chengyu Zhang, Michal Aibin
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Yun Zhang, Xingyu Zhao, Shuhu Yang, Yanling Han, Zhonghua Hong, Wanting Meng, Zhansheng Chen, Weiliang Liu
2024 J jnl
IEEE Trans. Instrum. Meas.
Shaokang Liu, Changliang Liu, Yingjie Wu, Shuai Liu, Weiliang Liu
2023 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Yun Zhang, Qi Lu, Qin Jin, Wanting Meng, Shuhu Yang, Shen Huang, Yanling Han, Zhonghua Hong, Zhansheng Chen, Weiliang Liu
2022 J jnl
Manuf. Serv. Oper. Manag.
Weiliang Liu, Xu Sun
2022 J jnl
IEEE Trans Autom. Sci. Eng.
Ran Liu, Weiliang Liu, Yuxin Liu, Ershun Pan, Xiaolei Xie
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Yun Zhang, Xu Chen, Wanting Meng, Shuhu Yang, Yanling Han, Zhonghua Hong, Jiwei Yin, Weiliang Liu
2021 J jnl
J. Medical Imaging Health Informatics
Chenwei Gao, Wei Zeng, Xueyong Li, Yingjuan Zheng, Weiliang Liu
2020 conf
BMSB
Weiliang Liu, Xueguang Yuan, Yangan Zhang, Mengqi Wu, Hang Du, Yakun Cui
2020 J jnl
IEEE Access
Xingwu Wang, Yongjun Lin, Bingshu Wang, Weiliang Liu, Kang Bai
2019 J jnl
Complex.
Nina Liu, Quanzhong Lu, Xiaoyang Feng, Wen Fan, Jianbing Peng, Weiliang Liu, Xin Kang
2019 J jnl
IEEE Access
Weiliang Liu, Changliang Liu, Yongjun Lin, Kang Bai, Liangyu Ma
2019 J jnl
J. Vis. Commun. Image Represent.
Jinjiang Tang, Weijie Qian, Zhijun Zhao, Weiliang Liu, Ping He
2019 J jnl
Complex.
Nina Liu, Quanzhong Lu, Jun Li, Jianbing Peng, Wen Fan, Weiliang Liu
2018 C conf
IGARSS
XinXin Xie, Yaohai Dong, Weimin Yu, Weiliang Liu, Hongxin Xu
2017 conf
CSE/EUC (1)
Jingling Zhao, Congxian Yin, Xiaohui Jin, Weiliang Liu
2015 conf
ICIA
Weiliang Liu, Haining Zhang, Changliang Liu, Yongjun Lin, Liangyu Ma, Wenying Chen
2015 Misc conf
ICNC
Lixia Lv, Tengyi Zhu, Weiliang Liu, Changliang Liu, Peng Huang, Yufang Wang
2013 J jnl
J. Softw.
Weiliang Liu, Changliang Liu, Liangyu Ma, Yongjun Lin, Jin Ma
2007 J jnl
J. Mobile Multimedia
Weiliang Liu, David G. Daut
2007 J jnl
EURASIP J. Image Video Process.
Weiliang Liu, David G. Daut
2005 conf
Electronic Imaging: Image and Video Communications and Processing
Weiliang Liu, David G. Daut
2005 conf
ICIP (3)
Weiliang Liu, David G. Daut
redb/extractors/macho_extractors/macho_segments.py
← Index redb/extractors/macho_extractors/macho_segments.py python
import hashlib
import inspect
import base64
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor
from redb.models.dataclasses import MachOSegment


class MachOSegmentExtractor(MachOExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        macho=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            macho,
        )
        self.elastic_index = self.index_prefix + "-macho_segments"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _is_empty_result(self, extracted_data) -> bool:
        """
        Override: Empty segments is an ERROR, not a valid empty case.
        A valid MachO file must have segments (at minimum __PAGEZERO, __TEXT).
        """
        # Always return False - empty segments should be treated as an error
        return False

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

    def _extract_segments_for_arch(self, arch_name):
        """Extract segment information for a specific architecture."""
        self.log.debug(f"Extracting segments for architecture: {arch_name}")
        segments = []

        try:
            # Get segments using new API with architecture parameter
            segments_data = self.macho.get_segments(arch=arch_name)
            if not segments_data:
                return segments

            # Extract segments for this architecture
            for segment in segments_data:
                try:
                    segment_name = segment.get('segname', 'Unknown')

                    # Calculate segment hash
                    segment_data = self._get_segment_data(segment)
                    if segment_data:
                        seg_sha256 = hashlib.sha256(segment_data).hexdigest()
                    else:
                        seg_sha256 = ""

                    # Use entropy already calculated by machofile module, rounded to 3 decimal places
                    seg_entropy = round(segment.get('entropy', 0.0), 3)

                    # Create segment dataclass with architecture info
                    macho_segment = MachOSegment(
                        segment_name=segment_name,
                        segment_vaddr=segment.get('vaddr', 0),
                        segment_vsize=segment.get('vsize', 0),
                        segment_offset=segment.get('offset', 0),
                        segment_size=segment.get('size', 0),
                        segment_max_vm_protection=segment.get('max_vm_protection', 0),
                        segment_initial_vm_protection=segment.get('initial_vm_protection', 0),
                        segment_nsects=segment.get('nsects', 0),
                        segment_flags=segment.get('flags', 0),
                        segment_entropy=seg_entropy,
                        segment_sha256=seg_sha256,
                    )
                    # Add architecture info to the segment
                    macho_segment.architecture = arch_name
                    segments.append(macho_segment)

                except Exception as e:
                    self.log.warning(
                        f'Unable to process segment "{segment.get("segname", "Unknown")}" for architecture {arch_name} in {self.hash.sha256}: {e}'
                    )
                    continue

            return segments

        except Exception as e:
            self.log.error(f"Error extracting MachO segments for architecture {arch_name}: {e}")
            return segments

    def _extract_segments(self):
        """Extract segment information from all architectures in the MachO binary."""
        self.log.debug(inspect.currentframe().f_code.co_name)
        segments = []

        if not self.macho:
            return segments

        try:
            # Get architectures using new API (already parsed in base class)
            architectures = self.macho.get_architectures()
            if not architectures:
                return segments

            # Process each architecture
            for arch_name in architectures:
                arch_segments = self._extract_segments_for_arch(arch_name)
                segments.extend(arch_segments)

            return segments

        except Exception as e:
            self.log.error(f"Error extracting MachO segments: {e}")
            return segments

    def _get_segment_data(self, segment):
        """Get the raw data for a segment."""
        try:
            offset = segment.get('offset', 0)
            size = segment.get('size', 0)
            
            if size == 0:
                return None
            
            # Read segment data from file
            with open(self.filepath, 'rb') as f:
                f.seek(offset)
                return f.read(size)
                
        except Exception as e:
            self.log.warning(f"Error reading segment data: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            segments = self._extract_segments()
            return segments
        except Exception as e:
            self.log.error(f"Error extracting MachO segments: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            # Get architectures (macho is already parsed in base class)
            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Extract segments for this specific architecture
                segments = self._extract_segments_for_arch(arch_name)
                if not segments:
                    continue

                # Get architecture-specific sha256 and header info
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)

                    # Get raw architecture value
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                for segment in segments:
                    data.append([
                        arch_sha256,                          # sha256 (architecture-specific)
                        segment.segment_name,                 # segment_name
                        segment.segment_vaddr,                # segment_vaddr
                        segment.segment_vsize,                # segment_vsize
                        segment.segment_offset,               # segment_offset
                        segment.segment_size,                 # segment_size
                        segment.segment_max_vm_protection,    # segment_max_vm_protection
                        segment.segment_initial_vm_protection, # segment_initial_vm_protection
                        segment.segment_nsects,               # segment_nsects
                        segment.segment_flags,                # segment_flags
                        segment.segment_entropy,              # segment_entropy
                        segment.segment_sha256,               # segment_sha256
                        current_time,                         # analysis_date
                    ])

            column_names = [
                'sha256',
                'segment_name', 'segment_vaddr', 'segment_vsize', 'segment_offset',
                'segment_size', 'segment_max_vm_protection', 'segment_initial_vm_protection',
                'segment_nsects', 'segment_flags', 'segment_entropy', 'segment_sha256',
                'analysis_date'
            ]

            if not data:
                return None

            column_type_names = [
                'FixedString(64)',
                'String', 'UInt64', 'UInt64', 'UInt64',
                'UInt64', 'UInt32', 'UInt32',
                'UInt32', 'UInt32', 'Float64', 'FixedString(64)',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

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