Ramalingam Chellappa

24 papers A* 1B 3Misc 8Journal 11Unranked 1
YearRankTypeTitle / Venue / Authors
2014 J jnl
IEEE Trans. Image Process.
Ashish Shrivastava, Vishal M. Patel, Ramalingam Chellappa
2012 J jnl
IEEE Trans. Intell. Transp. Syst.
Raghuraman Gopalan, Tsai Hong, Michael Shneier, Ramalingam Chellappa
2011 conf
ACPR
Vishal M. Patel, Ramalingam Chellappa
1996 Misc conf
ICASSP
Xiaopeng Zhang, Philippe Burlina, Qinfen Zheng, Ramalingam Chellappa
1996 Misc conf
ICASSP
Kamran Etemad, Ramalingam Chellappa
1996 B conf
ICPR
Carlos Morimoto, Ramalingam Chellappa
1996 B conf
ICPR
Chandra Shekhar, Shyam Kuttikkad, Ramalingam Chellappa, Monique Thonnat
1996 B conf
ICPR
Yi-Sheng Yao, Ramalingam Chellappa
1996 Misc conf
ICASSP
Reuven Meth, Ramalingam Chellappa
1995 Misc conf
ICASSP
Kamran Etemad, Ramalingam Chellappa
1995 Misc conf
ICASSP
Oh-Jin Kwon, Ramalingam Chellappa, Carlos Morimoto
1995 Misc conf
ICASSP
Santhana Krishnamachari, Ramalingam Chellappa
1994 A* conf
CVPR
C. L. Lin, Qinfen Zheng, Ramalingam Chellappa, Larry S. Davis, Xiaopeng Zhang
1992 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Ji-Chien Lee, Bing J. Sheu, Joongho Choi, Ramalingam Chellappa
1990 J jnl
IEEE Trans. Inf. Theory
Richard R. Hansen Jr., Ramalingam Chellappa
1990 J jnl
IEEE Trans. Inf. Theory
Tal Simchony, Ramalingam Chellappa, Ze'ev Lichtenstein
1989 J jnl
IEEE Trans. Syst. Man Cybern.
Tal Simchony, Ramalingam Chellappa, Ze'ev Lichtenstein
1986 J jnl
IEEE Trans. Inf. Theory
Govind Sharma, Ramalingam Chellappa
1985 J jnl
IEEE Trans. Inf. Theory
Govind Sharma, Ramalingam Chellappa
1984 Misc conf
ICASSP
Ramalingam Chellappa, Govind Sharma
1984 Misc conf
ICASSP
Govind Sharma, Ramalingam Chellappa
1983 J jnl
IEEE Trans. Inf. Theory
Rangasami L. Kashyap, Ramalingam Chellappa
1983 J jnl
IEEE Trans. Inf. Theory
Rangasami L. Kashyap, Ramalingam Chellappa
1981 J jnl
IEEE Trans. Inf. Theory
Rangasami L. Kashyap, Ramalingam Chellappa
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"