Hailiang Lu

28 papers C 4Journal 24
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Trans. Aerosp. Electron. Syst.
Hailiang Lu, Jieqia Chen, Sha Cui, Yayun Cheng, Huimin Xiong, Wenchao Zheng
2025 J jnl
IEEE Geosci. Remote. Sens. Lett.
Qi Yang, Hailiang Lu, Yimin Xu, Junqi Fu, Wenchao Zheng, Dong Yang, Xiaokang Mei, Hongqiang Wang
2024 J jnl
IEEE Geosci. Remote. Sens. Lett.
Hailiang Lu, Dong Zhu, Weili Liu, Jieqia Chen, Wenchao Zheng, Liangbing Chen
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Hailiang Lu, Wenchao Zheng, Weili Liu, Jieqia Chen, Songhua Yan, Yinan Li, Rongchuan Lv, Hao Li
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Wenchao Zheng, Jin Zhou, Guoping Hu, Hailiang Lu, Zihan Wang, Li Feng
2023 J jnl
IEEE Trans. Geosci. Remote. Sens.
Hailiang Lu, Yinan Li, Xu Xie, Yi Li, Qingbiao Fan, Liang Lang, Gang Chen, Rongchuan Lv, Hao Li, Qingxia Li
2023 J jnl
IEEE Trans. Geosci. Remote. Sens.
Hailiang Lu, Yinan Li, Liang Lang, Lulu Wu, Lin Xu, Songhua Yan, Qingbiao Fan, Wenchao Zheng, Rong Jin, Rongchuan Lv, Hao Li
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Dong Zhu, Liang Wu, Yayun Cheng, Hailiang Lu
2022 J jnl
IEEE Geosci. Remote. Sens. Lett.
Congcong Wang, Yinan Li, Hailiang Lu, Xu Jin, Rui Yu, Rongchuan Lv, Hao Li, Wu Zhou
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Rong Jin, Lidong Wu, Qingxia Li, Hailiang Lu, Li Feng
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Rui Yu, Hailiang Lu, Shujing Li, Dong Zhu, Wu Zhou, Pengju Dang, Congcong Wang, Xu Jin, Rongchuan Lv, Hao Li
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Rong Jin, Hailiang Lu, Liangbing Chen, Yixin Gao, Qingxia Li
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Dong Zhu, Jingyu Tao, Yanyu Xu, Yayun Cheng, Hailiang Lu, Fei Hu
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Dong Zhu, Hailiang Lu, Yayun Cheng
2021 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Hailiang Lu, Hao Li, Liangbing Chen, Yayun Cheng, Dong Zhu, Yinan Li, Rongchuan Lv, Gang Chen, Xiang Su, Liang Lang, Qingxia Li, Yingying Zhao
2021 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Hailiang Lu, Hao Li, Yayun Cheng, Dong Zhu, Yinan Li, Pengju Dang, Rongchuan Lv, Rui Yu, Yongjie Fu
2021 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jiakun Wang, Yinan Li, Wenxin Chen, Pengju Jin, Hailiang Lu, Xiaojiao Yang, Guangnan Song, Pengfei Li, Hao Li, Rongchuan Lv
2021 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Yinan Li, Congcong Wang, Hailiang Lu, Guangnan Song, Xiaojiao Yang, Pengfei Li, Rongchuan Lv, Hao Li, Wenxin Chen
2020 J jnl
IEEE Geosci. Remote. Sens. Lett.
Hailiang Lu, Yinan Li, Rui Yu, Anzhong Jin, Rongchuan Lv, Hao Li, Qingxia Li, Dong Zhu
2020 J jnl
IEEE Trans. Geosci. Remote. Sens.
Hailiang Lu, Yinan Li, Hao Li, Rongchuan Lv, Liang Lang, Qingxia Li, Guangnan Song, Pengfei Li, Ke Wang, Liang Xue, Dong Zhu
2017 C conf
IGARSS
Hailiang Lu, Yinan Li, Rui Yu, Anzhong Jin, Rongchuan Lv
2017 C conf
IGARSS
Yinan Li, Rongchuan Lv, Guangnan Song, Xiaojiao Yang, Hailiang Lu, Pengfei Li, Qinggui Tan
2017 J jnl
IEEE Geosci. Remote. Sens. Lett.
Yan Li, Qingxia Li, Hailiang Lu
2017 C conf
IGARSS
Rongchuan Lv, Pengfei Li, Guangnan Song, Yinan Li, Hailiang Lu, Xiaojiao Yang, Pengju Dang
2016 J jnl
IEEE Geosci. Remote. Sens. Lett.
Hailiang Lu, Qingxia Li, Rong Jin, Ke Chen, Yan Li, Li Feng, Hao Li, Yinan Li
2016 C conf
IGARSS
Hailiang Lu, Qingxia Li, Wenchao Zheng, Yan Li, Qianqian Zhang, Yanhua Li, Yue Yuan
2016 J jnl
IEEE Geosci. Remote. Sens. Lett.
Li Feng, Minghu Wu, Qingxia Li, Ke Chen, Yufang Li, Zhangqing He, Jing Tong, Lingying Tu, Honggang Xie, Hailiang Lu
2015 J jnl
IEEE Geosci. Remote. Sens. Lett.
Li Feng, Qingxia Li, Ke Chen, Yufang Li, Xiaolin Tong, Xinqiang Wang, Hailiang Lu, Yan Li
redb/extractors/js_extractor.py
← Index redb/extractors/js_extractor.py python
import logging
import re
from abc import ABCMeta, abstractmethod

from redb.extractors.extractor import Extractor
from redb.extractors.js_extractors.js_context import JSContext, _text_entropy

logger = logging.getLogger(__name__)

# ESM is recognised by line-anchored `import ... from "..."` / bare side-effect
# `import "..."` / top-level `export ...`. Anchored at line start to avoid
# matching the substring inside string literals or comments.
_ESM_PATTERN = re.compile(
    r'(?m)^\s*(?:'
    r'import\s+[^;\n]*?\bfrom\s+[\'"]'
    r'|import\s+[\'"][^\'"]+[\'"]'
    r'|export\s+(?:default\b|\{|\*|const\b|let\b|var\b|function\b|class\b|async\b)'
    r')'
)


@abstractmethod
class JSExtractor(Extractor, metaclass=ABCMeta):
    """Base class for JavaScript file extractors.

    Every JSExtractor reads its raw materials (bytes / decoded source / line
    list / scan_source results / pyjsparser AST / text entropy) from a shared
    `JSContext`. When workers.py drives the JS pipeline it builds one context
    per sample and threads it into every extractor via `context=`. When tests
    or other callers instantiate an extractor directly, the constructor builds
    a fresh context from `(filepath, source=...)`.

    All historical instance attributes (`self.binary`, `self.js_source`,
    `self.lines`) and helpers (`self._decode_source`, `self._parse_ast`,
    `self._calculate_text_entropy`) are preserved as thin delegators so
    existing extractor code keeps working unchanged.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        known_benign=False,
        known_malicious=False,
        source=None,
        context=None,
    ):
        if context is None:
            context = JSContext.from_path(filepath, log=log, source=source)
        elif source is not None and context.source != source:
            log.warning(
                "JSExtractor received both `source=` and `context=` with "
                "differing source; ignoring source kwarg"
            )
        self._context = context

        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            known_benign=known_benign,
            known_malicious=known_malicious,
        )

    @property
    def binary(self):
        return self._context.raw_bytes

    @property
    def js_source(self):
        return self._context.source

    @property
    def lines(self):
        return self._context.lines

    def _decode_source(self):
        """Back-compat shim — the context already decoded once at construction.

        Kept so any external caller using the historical method name keeps
        working without touching the underlying bytes again.
        """
        return self._context.source

    def _parse_ast(self):
        """Return the shared pyjsparser AST (or None if unavailable)."""
        return self._context.ast

    def _calculate_text_entropy(self, text):
        """Shannon text entropy for `text`.

        When `text` is the context's own source we read the cached value;
        otherwise we compute fresh. JSStringsExtractor calls this on arbitrary
        decoded substrings, so the fresh-compute path must remain available.
        """
        if text is self._context.source:
            return self._context.text_entropy
        return _text_entropy(text)

    def _detect_environment(self):
        """Detect the target JS runtime environment."""
        src = self.js_source
        if not src:
            return "unknown"

        # WScript/WSH indicators
        wscript_patterns = [
            'WScript.', 'WSH.', 'ActiveXObject', 'Scripting.FileSystemObject',
            'WScript.Shell', 'ADODB.Stream',
        ]
        for p in wscript_patterns:
            if p in src:
                return "wscript"

        # Browser-extension APIs — checked before generic browser/worker because
        # `chrome.*` and `browser.runtime` are distinctive of MV2/MV3 extensions
        extension_patterns = [
            'chrome.runtime', 'chrome.tabs', 'chrome.storage',
            'chrome.webRequest', 'browser.runtime', 'browser.tabs',
        ]
        for p in extension_patterns:
            if p in src:
                return "browser_extension"

        # Service / Web Workers — worker-only APIs that don't appear in regular
        # browser pages (a generic browser script would use `window.` or
        # `document.`, never `self.importScripts` or `caches.match`)
        worker_patterns = [
            "self.addEventListener('fetch'", 'self.addEventListener("fetch"',
            'self.importScripts', 'self.skipWaiting',
            'caches.match', 'caches.open',
        ]
        for p in worker_patterns:
            if p in src:
                return "service_worker"

        # Deno runtime
        if 'Deno.' in src:
            return "deno"

        # Node.js indicators
        node_patterns = [
            'require(', 'module.exports', 'process.env', '__dirname',
            '__filename', 'Buffer.', 'child_process',
        ]
        for p in node_patterns:
            if p in src:
                return "node"

        # Browser indicators
        browser_patterns = [
            'document.', 'window.', 'navigator.', 'localStorage',
            'sessionStorage', 'XMLHttpRequest', 'addEventListener',
        ]
        for p in browser_patterns:
            if p in src:
                return "browser"

        return "unknown"

    def _detect_script_type(self):
        """Detect the script type/format."""
        src = self.js_source
        if not src:
            return "unknown"

        stripped = src.lstrip()

        # JScript.Encode payload — must be checked first since the encoded
        # body can't be classified any other way
        if stripped.startswith('#@~^'):
            return "jse"

        # WSF / HTA live in the first few KB of an HTML-ish wrapper
        head_lower = stripped[:4096].lower()

        # Windows Script File — XML wrapper around one or more <script> blocks
        if ('<job' in head_lower or '<package' in head_lower) and '<script' in head_lower:
            return "wsf"

        # HTML Application — distinct from generic embedded_html because HTAs
        # run under mshta.exe with full WSH/ActiveX access
        if '<hta:application' in head_lower or 'application/hta' in head_lower:
            return "hta"

        if stripped.startswith('<!') or stripped.startswith('<html') or '<script' in stripped[:2000]:
            return "embedded_html"

        if 'WScript.' in src or 'WSH.' in src:
            return "wscript"

        if _ESM_PATTERN.search(src):
            return "esm"

        if 'require(' in src or 'module.exports' in src:
            return "node_module"

        return "standalone"