Weifeng Li

78 papers A 8B 5Misc 9Journal 33Unranked 23
YearRankTypeTitle / Venue / Authors
2019 J jnl
Neurocomputing
Zhen Xu, Yinyan Jiang, Yichuan Wang, Yicong Zhou, Weifeng Li, Qingmin Liao
2018 J jnl
Signal Process. Image Commun.
Wanping Zhang, Zhen Xu, Yichuan Wang, Zongqing Lu, Weifeng Li, Qingmin Liao
2018 J jnl
Speech Commun.
Xuliang Li, Miao Fan, Liyang Liu, Weifeng Li
2017 J jnl
Sensors
Xuliang Li, Zhaogui Ding, Weifeng Li, Qingmin Liao
2017 Misc conf
ICASSP
Yichuan Wang, Zhen Xu, Weifeng Li, Qingmin Liao
2017 J jnl
J. Ambient Intell. Humaniz. Comput.
Khomdet Phapatanaburi, Longbiao Wang, Zeyan Oo, Weifeng Li, Seiichi Nakagawa, Masahiro Iwahashi
2017 conf
IWSSIP
Zhen Xu, Zongqing Lu, Weifeng Li, Qingmin Liao
2017 J jnl
IEEE Trans. Cybern.
Qingxiang Feng, Chun Yuan, Jeng-Shyang Pan, Jar-Ferr Yang, Yang-Ting Chou, Yicong Zhou, Weifeng Li
2017 J jnl
Neurocomputing
Weifeng Li, Yichuan Wang, Zhen Xu, Yinyan Jiang, Zongqing Lu, Qingmin Liao
2016 J jnl
Digit. Signal Process.
Zuodong Yang, Yong Wu, Wenteng Zhao, Yicong Zhou, Zongqing Lu, Weifeng Li, Qingmin Liao
2016 Misc conf
ICASSP
Yichuan Wang, Shilian Yu, Weifeng Li, Longbiao Wang, Qingmin Liao
2016 J jnl
Inf. Sci.
Shilian Yu, Ye Ai, Bo Xu, Yicong Zhou, Weifeng Li, Qingmin Liao, Norman Poh
2015 B conf
ICIP
Qingxiang Feng, Chun Yuan, Jiawen Huang, Weifeng Li
2015 J jnl
EURASIP J. Audio Speech Music. Process.
Zhaofeng Zhang, Longbiao Wang, Atsuhiko Kai, Takanori Yamada, Weifeng Li, Masahiro Iwahashi
2015 J jnl
IEICE Trans. Inf. Syst.
Ye Ai, Feng Miao, Qingmao Hu, Weifeng Li
2015 conf
APSIPA
Shilian Yu, Zuodong Yang, Yichuan Wang, Weifeng Li, Qingmin Liao
2015 J jnl
Neurocomputing
Yinyan Jiang, Biao Wang, Yicong Zhou, Weifeng Li, Qingmin Liao
2015 conf
APSIPA
Zuodong Yang, Yinyan Jiang, Yong Wu, Zongqing Lu, Weifeng Li, Qingmin Liao
2014 conf
ISCSLP
Xixin Wu, Zhiyong Wu, Jia Jia, Helen M. Meng, Lianhong Cai, Weifeng Li
2014 J jnl
Pattern Recognit.
Norman Poh, Arun Ross, Weifeng Li, Josef Kittler
2014 conf
ISCSLP
Satoshi Shiota, Longbiao Wang, Kyohei Odani, Atsuhiko Kai, Weifeng Li
2014 J jnl
IEEE ACM Trans. Audio Speech Lang. Process.
Weifeng Li, Longbiao Wang, Yicong Zhou, John Dines, Mathew Magimai-Doss, Hervé Bourlard, Qingmin Liao
2014 J jnl
Neurocomputing
Yong Wu, Yinyan Jiang, Yicong Zhou, Weifeng Li, Zongqing Lu, Qingmin Liao
2014 Misc conf
ICASSP
Yinyan Jiang, Yong Wu, Weifeng Li, Longbiao Wang, Qingmin Liao
2014 A conf
INTERSPEECH
Zhiyuan Zhou, Zhaogui Ding, Weifeng Li, Zhiyong Wu, Longbiao Wang, Qingmin Liao
2014 J jnl
IEICE Trans. Inf. Syst.
Qingyun She, Zongqing Lu, Weifeng Li, Qingmin Liao
2014 Misc conf
ICASSP
Ye Ai, Weifeng Li, Tsung-Han Chan, Qingmin Liao
2014 conf
ISCSLP
Liyang Liu, Zhaogui Ding, Weifeng Li, Longbiao Wang, Qingmin Liao
2013 J jnl
IEICE Trans. Inf. Syst.
Danyi Li, Weifeng Li, Qingmin Liao
2013 J jnl
J. Vis. Commun. Image Represent.
Danyi Li, Weifeng Li, Qingmin Liao
2013 J jnl
Neurocomputing
Biao Wang, Weifeng Li, Zhimin Li, Qingmin Liao
2013 conf
IScIDE
Yao Deng, Weifeng Li, Zhenhua Guo, Youbin Chen
2013 J jnl
IEEE Signal Process. Lett.
Weifeng Li, Yicong Zhou, Norman Poh, Fei Zhou, Qingmin Liao
2013 J jnl
CoRR
Xin Zheng, Zhiyong Wu, Helen M. Meng, Weifeng Li, Lianhong Cai
2013 J jnl
IEICE Trans. Inf. Syst.
Wenming Yang, Guoli Ma, Weifeng Li, Qingmin Liao
2013 conf
APSIPA
Mingming Zhang, Weifeng Li, Longbiao Wang, Jianguo Wei, Zhiyong Wu, Qingmin Liao
2013 conf
MMM (2)
Biao Wang, Weifeng Li, Qingmin Liao
2013 Misc conf
ICASSP
Weifeng Li, Longbiao Wang, Fei Zhou, Qingmin Liao
2013 Misc conf
ICASSP
Biao Wang, Weifeng Li, Norman Poh, Qingmin Liao
2013 conf
APSIPA
Zuodong Yang, Yong Wu, Yinyan Jiang, Yicong Zhou, Longbiao Wang, Weifeng Li, Qingmin Liao
2013 J jnl
IEEE Trans. Speech Audio Process.
Weifeng Li, Longbiao Wang, Yicong Zhou, Hervé Bourlard, Qingmin Liao
2013 conf
APSIPA
Mingming Zhang, Weifeng Li, Longbiao Wang, Jianguo Wei, Zhiyong Wu, Qingmin Liao
2013 J jnl
IEICE Trans. Inf. Syst.
Biao Wang, Weifeng Li, Zhimin Li, Qingmin Liao
2013 conf
APSIPA
Longbiao Wang, Kyohei Odani, Atsuhiko Kai, Weifeng Li
2012 Misc conf
ICASSP
Biao Wang, Weifeng Li, Qingmin Liao
2012 conf
ISCSLP
Weifeng Li, Qingmin Liao
2012 B conf
ICIP
Biao Wang, Weifeng Li, Zhimin Li, Qingmin Liao
2012 A conf
INTERSPEECH
Weifeng Li, Hervé Bourlard
2012 J jnl
IEICE Trans. Inf. Syst.
Biao Wang, Wenming Yang, Weifeng Li, Qingmin Liao
2011 conf
BIOID
Andrzej Drygajlo, Weifeng Li, Hui Qiu
2011 J jnl
Signal Image Video Process.
Andrzej Drygajlo, Weifeng Li
2011 B conf
FG
Weifeng Li, Andrzej Drygajlo, Hui Qiu
2011 J jnl
IEEE Signal Process. Lett.
Biao Wang, Weifeng Li, Wenming Yang, Qingmin Liao
2010 conf
BTAS
Weifeng Li, Andrzej Drygajlo, Hui Qiu
2010 B conf
ICIP
Weifeng Li, Andrzej Drygajlo
2010 B conf
ICPR
Weifeng Li, Andrzej Drygajlo
2009 J jnl
IEEE Trans. Speech Audio Process.
Ken'ichi Kumatani, John W. McDonough, Barbara Rauch, Dietrich Klakow, Philip N. Garner, Weifeng Li
2009 Misc conf
ICASSP
Weifeng Li, John Dines, Mathew Magimai-Doss, Hervé Bourlard
2009 conf
EUSIPCO
Andrzej Drygajlo, Weifeng Li, Kewei Zhu
2009 conf
COST 2101/2102 Conference
Andrzej Drygajlo, Weifeng Li, Kewei Zhu
2008 conf
MLMI
Weifeng Li, Ken'ichi Kumatani, John Dines, Mathew Magimai-Doss, Hervé Bourlard
2008 Misc conf
ICASSP
Ken'ichi Kumatani, John W. McDonough, S. Schachl, Dietrich Klakow, Philip N. Garner, Weifeng Li
2008 conf
EUSIPCO
Weifeng Li, Mathew Magimai-Doss, John Dines, Hervé Bourlard
2008 A conf
INTERSPEECH
Ken'ichi Kumatani, John W. McDonough, Barbara Rauch, Philip N. Garner, Weifeng Li, John Dines
2008 A conf
INTERSPEECH
Weifeng Li, John Dines, Mathew Magimai-Doss, Hervé Bourlard
2007 A conf
INTERSPEECH
Weifeng Li, Hervé Bourlard
2007 J jnl
EURASIP J. Adv. Signal Process.
Weifeng Li, Kazuya Takeda, Fumitada Itakura
2006 conf
ICASSP (1)
Weifeng Li, Katsunobu Itou, Kazuya Takeda, Fumitada Itakura
2006 J jnl
IEICE Trans. Inf. Syst.
Weifeng Li, Katsunobu Itou, Kazuya Takeda, Fumitada Itakura
2005 J jnl
IEICE Trans. Fundam. Electron. Commun. Comput. Sci.
Weifeng Li, Chiyomi Miyajima, Takanori Nishino, Katsunobu Itou, Kazuya Takeda, Fumitada Itakura
2005 J jnl
IEEE Signal Process. Lett.
Weifeng Li, Kazuya Takeda, Fumitada Itakura
2005 conf
ICDE Workshops
Weifeng Li, Katunobu Itou, Kazuya Takeda, Fumitada Itakura
2005 J jnl
IEICE Trans. Inf. Syst.
Weifeng Li, Tetsuya Shinde, Hiroshi Fujimura, Chiyomi Miyajima, Takanori Nishino, Katunobu Itou, Kazuya Takeda, Fumitada Itakura
2005 A conf
INTERSPEECH
Weifeng Li, Katunobu Itou, Kazuya Takeda, Fumitada Itakura
2005 conf
ICASSP (1)
Weifeng Li, Katunobu Itou, Kazuya Takeda, Fumitada Itakura
2004 conf
PCM (1)
Weifeng Li, Takanori Nishino, Chiyomi Miyajima, Katsunobu Itou, Kazuya Takeda, Fumitada Itakura
2004 A conf
INTERSPEECH
Weifeng Li, Fumitada Itakura, Kazuya Takeda
2004 A conf
INTERSPEECH
Weifeng Li, Kazuya Takeda, Fumitada Itakura, Tran Huy Dat
redb/extractors/elf_extractors/elf_sections.py
← Index redb/extractors/elf_extractors/elf_sections.py python
import inspect
import hashlib
import math
from collections import Counter
from datetime import datetime, timezone
from typing import Any, List, Dict

from elftools.elf.elffile import ELFFile
from elftools.common.exceptions import ELFError

from redb.extractors.enum import Tag
from redb.extractors.elf_extractor import ELFExtractor
from redb.models.dataclasses import ELFSection


class ELFSectionExtractor(ELFExtractor):

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

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

    def _calculate_entropy(self, data: bytes) -> float:
        """Calculate Shannon entropy of data."""
        if not data:
            return 0.0

        try:
            # Count frequency of each byte
            byte_counts = Counter(data)
            data_len = len(data)

            # Calculate entropy
            entropy = 0.0
            for count in byte_counts.values():
                if count > 0:
                    frequency = count / data_len
                    entropy -= frequency * math.log2(frequency)

            return entropy
        except Exception as e:
            self.log.error(f"Error calculating entropy: {e}")
            return 0.0

    def _map_section_type(self, sh_type_str: str) -> int:
        """Map section type string to enum value."""
        type_map = {
            'SHT_NULL': 0,
            'SHT_PROGBITS': 1,
            'SHT_SYMTAB': 2,
            'SHT_STRTAB': 3,
            'SHT_RELA': 4,
            'SHT_HASH': 5,
            'SHT_DYNAMIC': 6,
            'SHT_NOTE': 7,
            'SHT_NOBITS': 8,
            'SHT_REL': 9,
            'SHT_DYNSYM': 11
        }
        return type_map.get(sh_type_str, 0)

    def _decode_section_flags(self, flags: int) -> List[str]:
        """Decode section flags to human-readable strings."""
        flag_strings = []

        # Common ELF section flags
        if flags & 0x1:  # SHF_WRITE
            flag_strings.append('WRITE')
        if flags & 0x2:  # SHF_ALLOC
            flag_strings.append('ALLOC')
        if flags & 0x4:  # SHF_EXECINSTR
            flag_strings.append('EXECINSTR')
        if flags & 0x10:  # SHF_MERGE
            flag_strings.append('MERGE')
        if flags & 0x20:  # SHF_STRINGS
            flag_strings.append('STRINGS')
        if flags & 0x40:  # SHF_INFO_LINK
            flag_strings.append('INFO_LINK')
        if flags & 0x80:  # SHF_LINK_ORDER
            flag_strings.append('LINK_ORDER')
        if flags & 0x100:  # SHF_OS_NONCONFORMING
            flag_strings.append('OS_NONCONFORMING')
        if flags & 0x200:  # SHF_GROUP
            flag_strings.append('GROUP')
        if flags & 0x400:  # SHF_TLS
            flag_strings.append('TLS')

        return flag_strings if flag_strings else ['NONE']

    def _extract_section_data(self, section) -> Dict:
        """Extract data from a single section."""
        try:
            header = section.header

            # Get section name (handle empty names)
            section_name = section.name if section.name else f"<unnamed_{section.header.get('sh_name', 0)}>"

            # Get section type and map to enum
            sh_type_str = header.get('sh_type', 'SHT_NULL')
            section_type_enum = self._map_section_type(sh_type_str)
            section_type_str = sh_type_str.replace('SHT_', '') if sh_type_str.startswith('SHT_') else sh_type_str

            # Get section properties
            section_flags = header.get('sh_flags', 0)
            section_flags_str = self._decode_section_flags(section_flags)
            section_addr = header.get('sh_addr', 0)
            section_offset = header.get('sh_offset', 0)
            section_size = header.get('sh_size', 0)
            section_link = header.get('sh_link', 0)
            section_info = header.get('sh_info', 0)
            section_addralign = header.get('sh_addralign', 0)
            section_entsize = header.get('sh_entsize', 0)

            # Calculate entropy and hashes for section data
            section_entropy = 0.0
            section_sha256 = ""
            section_md5 = ""

            try:
                if section_size > 0 and section_type_str != 'NOBITS':
                    section_data = section.data()
                    if section_data:
                        # Calculate entropy
                        section_entropy = self._calculate_entropy(section_data)

                        # Calculate hashes
                        section_sha256 = hashlib.sha256(section_data).hexdigest()
                        section_md5 = hashlib.md5(section_data).hexdigest()
            except Exception as e:
                self.log.warning(f"Could not read section '{section_name}' data: {e}")
                section_entropy = 0.0
                section_sha256 = ""
                section_md5 = ""

            return ELFSection(
                section_name=section_name,
                section_type=section_type_enum,
                section_type_str=section_type_str,
                section_flags=section_flags,
                section_flags_str=section_flags_str,
                section_addr=section_addr,
                section_offset=section_offset,
                section_size=section_size,
                section_link=section_link,
                section_info=section_info,
                section_addralign=section_addralign,
                section_entsize=section_entsize,
                section_entropy=section_entropy,
                section_sha256=section_sha256,
                section_md5=section_md5
            )

        except Exception as e:
            self.log.error(f"Error extracting section data: {e}")
            return None

    def tag(self):
        return Tag.ELF_SECTIONS.value if hasattr(Tag, 'ELF_SECTIONS') else "elf_sections"

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)

            def extract_data(elf):
                sections_data = []

                # Iterate through all sections with per-section error handling
                for section_index, section in enumerate(elf.iter_sections()):
                    try:
                        section_data = self._extract_section_data(section)
                        if section_data:
                            sections_data.append(section_data)
                        else:
                            self.log.warning(f"Failed to extract data for section {section_index}")
                    except Exception as e:
                        self.log.warning(f"Error processing section {section_index}: {e}")
                        # Continue processing other sections

                return sections_data

            if not self._is_elf_file():
                return None

            result = self._with_elf_file(extract_data)
            if result is None:
                return None

            self.elf_sections = result
            return self.elf_sections

        except Exception as e:
            self.log.error(f"Error extracting ELF sections {self.hash.sha256}: {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.elf_sections
        elif exporter_type == "ClickHouseExporter":
            try:
                if not self.elf_sections:
                    return None

                # Prepare data arrays for all sections
                data = []
                current_time = datetime.now(timezone.utc)
                for section in self.elf_sections:
                    row = [
                        self.sha256,
                        self.md5,
                        self.sha1,
                        section.section_name,
                        section.section_type,
                        section.section_type_str,
                        section.section_flags,
                        section.section_flags_str,
                        section.section_addr,
                        section.section_offset,
                        section.section_size,
                        section.section_link,
                        section.section_info,
                        section.section_addralign,
                        section.section_entsize,
                        section.section_entropy,
                        section.section_sha256,
                        section.section_md5,
                        current_time
                    ]
                    data.append(row)

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'section_name', 'section_type', 'section_type_str',
                    'section_flags', 'section_flags_str',
                    'section_addr', 'section_offset', 'section_size',
                    'section_link', 'section_info', 'section_addralign', 'section_entsize',
                    'section_entropy', 'section_sha256', 'section_md5',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    'LowCardinality(String)',
                    "Enum8('NULL'=0, 'PROGBITS'=1, 'SYMTAB'=2, 'STRTAB'=3, 'RELA'=4, 'HASH'=5, 'DYNAMIC'=6, 'NOTE'=7, 'NOBITS'=8, 'REL'=9, 'DYNSYM'=11)",
                    'LowCardinality(String)',
                    'UInt64',
                    'Array(LowCardinality(String))',
                    'UInt64', 'UInt64', 'UInt64',
                    'UInt32', 'UInt32', 'UInt64', 'UInt64',
                    'Float64',
                    'FixedString(64)', 'FixedString(32)',
                    'DateTime64(3, \'UTC\')'
                ]

                if not data:
                    return None

                return (data, column_names, column_type_names)

            except Exception as e:
                self.log.error(f"Error preparing export data: {e}")
                raise

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