James D. Spinhirne

18 papers C 12Journal 6
YearRankTypeTitle / Venue / Authors
2010 C conf
IGARSS
James D. Spinhirne, Stephen P. Palm
2010 J jnl
Proc. IEEE
Waleed Abdalati, H. Jay Zwally, Robert Bindschadler, Beáta Csathó, Sinéad Louise Farrell, Helen Amanda Fricker, David J. Harding, Ronald Kwok, Michael A. Lefsky, Thorsten Markus, Alexander Marshak, Thomas Neumann, Stephen P. Palm, Bob E. Schutz, Ben Smith, James D. Spinhirne, Charles E. Webb
2006 J jnl
IEEE Trans. Geosci. Remote. Sens.
Kathrine F. Manizade, James D. Spinhirne, Redgie S. Lancaster
2004 C conf
IGARSS
James D. Spinhirne, Stephen P. Palm, Dennis L. Hlavka, William D. Hart, Ashwin Mahesh, Ellsworth J. Welton
2004 C conf
IGARSS
Redgie S. Lancaster, James D. Spinhirne, Kathrine F. Manizade
2004 C conf
IGARSS
Dennis L. Hlavka, William D. Hart, Stephen P. Palm, Matthew J. McGill, James D. Spinhirne
2004 C conf
IGARSS
Timothy A. Berkoff, Ellsworth J. Welton, James R. Campbell, Sandra Valencia, James D. Spinhirne, Si-Chee Tsay, Brent N. Holben
2004 C conf
IGARSS
Kurtis J. Thome, John A. Reagan, Jason Geis, M. Bolt, James D. Spinhirne
2003 C conf
IGARSS
James D. Spinhirne, Ellsworth J. Welton, Stephen P. Palm, Dennis L. Hlavka, William D. Hart, Ashwin Mahesh
2003 C conf
IGARSS
Timothy A. Berkoff, Ellsworth J. Welton, James R. Campbell, V. S. Scott, James D. Spinhirne
2002 C conf
IGARSS
Stephen P. Palm, William D. Hart, Dennis L. Hlavka, James D. Spinhirne, Ashwin Mahesh, Ellsworth J. Welton
2002 J jnl
IEEE Trans. Geosci. Remote. Sens.
Ashwin Mahesh, James D. Spinhirne, David P. Duda, Edwin W. Eloranta
2002 C conf
IGARSS
Jonathan A. R. Rall, John Cavanaugh, James R. Campbell, James B. Abshire, James D. Spinhirne
2002 C conf
IGARSS
Dennis L. Hlavka, Matthew J. McGill, William D. Hart, James D. Spinhirne
2002 C conf
IGARSS
James D. Spinhirne, Timothy A. Berkoff, Ellsworth J. Welton, James R. Campbell
2001 J jnl
IEEE Trans. Geosci. Remote. Sens.
David P. Duda, James D. Spinhirne, Edwin W. Eloranta
1993 J jnl
IEEE Trans. Geosci. Remote. Sens.
James D. Spinhirne
1989 J jnl
Proc. IEEE
John A. Reagan, M. Patrick McCormick, James D. Spinhirne
redb/extractors/apk_extractors/apk_permissions.py
← Index redb/extractors/apk_extractors/apk_permissions.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.apk_extractor import APKExtractor
from redb.models.dataclasses import APKPermissions, APKPermission

# Known dangerous permissions (Android runtime permissions)
DANGEROUS_PERMISSIONS = {
    "android.permission.READ_CALENDAR",
    "android.permission.WRITE_CALENDAR",
    "android.permission.CAMERA",
    "android.permission.READ_CONTACTS",
    "android.permission.WRITE_CONTACTS",
    "android.permission.GET_ACCOUNTS",
    "android.permission.ACCESS_FINE_LOCATION",
    "android.permission.ACCESS_COARSE_LOCATION",
    "android.permission.ACCESS_BACKGROUND_LOCATION",
    "android.permission.RECORD_AUDIO",
    "android.permission.READ_PHONE_STATE",
    "android.permission.READ_PHONE_NUMBERS",
    "android.permission.CALL_PHONE",
    "android.permission.ANSWER_PHONE_CALLS",
    "android.permission.ADD_VOICEMAIL",
    "android.permission.USE_SIP",
    "android.permission.BODY_SENSORS",
    "android.permission.SEND_SMS",
    "android.permission.RECEIVE_SMS",
    "android.permission.READ_SMS",
    "android.permission.RECEIVE_WAP_PUSH",
    "android.permission.RECEIVE_MMS",
    "android.permission.READ_EXTERNAL_STORAGE",
    "android.permission.WRITE_EXTERNAL_STORAGE",
    "android.permission.READ_MEDIA_IMAGES",
    "android.permission.READ_MEDIA_VIDEO",
    "android.permission.READ_MEDIA_AUDIO",
    "android.permission.POST_NOTIFICATIONS",
    "android.permission.NEARBY_WIFI_DEVICES",
    "android.permission.ACTIVITY_RECOGNITION",
    "android.permission.BLUETOOTH_SCAN",
    "android.permission.BLUETOOTH_ADVERTISE",
    "android.permission.BLUETOOTH_CONNECT",
}


class APKPermissionsExtractor(APKExtractor):

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False,
        apk=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, apk,
        )
        self.permissions_data = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _get_protection_level(self, perm_name):
        """Determine the protection level of a permission.

        Uses androguard's permission mappings first, falls back to the
        known dangerous list.
        """
        try:
            from androguard.core.api_specific_resources import load_permission_mappings
            target_sdk = self.apk.get_target_sdk_version()
            sdk = int(target_sdk) if target_sdk else 30
            permission_map = load_permission_mappings(sdk)
            if perm_name in permission_map:
                info = permission_map[perm_name]
                if isinstance(info, dict):
                    return info.get("protectionLevel", "unknown")
                return "unknown"
        except Exception:
            pass

        # Fallback to known dangerous set
        if perm_name in DANGEROUS_PERMISSIONS:
            return "dangerous"
        if perm_name.startswith("android.permission."):
            return "normal"
        return "unknown"

    def _compute_permhash(self):
        """Compute permhash using the permhash library."""
        try:
            from permhash.functions import permhash_apk
            return permhash_apk(self.filepath)
        except Exception as e:
            self.log.warning(f"Failed to compute permhash: {e}")
            return None

    def _safe_extract(self, field_name, func, default=None):
        """Extract a single field, logging and returning default on failure."""
        try:
            return func()
        except Exception as e:
            self.log.warning(
                f"Error extracting APK permissions field '{field_name}' for "
                f"{self.hash.sha256}: {e}"
            )
            return default

    def extract(self):
        if not self._is_valid_apk():
            self.log.error(f"Invalid APK for {self.hash.sha256}")
            return None

        requested_perms = self._safe_extract(
            "requested_permissions",
            lambda: list(self.apk.get_permissions() or []), []
        )
        custom_perms = self._safe_extract(
            "custom_permissions",
            lambda: list(self.apk.get_declared_permissions() or []), []
        )
        custom_perm_set = set(custom_perms)

        permission_details = []
        dangerous_permissions = []

        for perm in requested_perms:
            try:
                protection_level = self._get_protection_level(perm)
                is_custom = perm in custom_perm_set

                permission_details.append(APKPermission(
                    permission_name=perm,
                    protection_level=protection_level,
                    is_custom=is_custom,
                ))

                if protection_level == "dangerous":
                    dangerous_permissions.append(perm)
            except Exception as e:
                self.log.warning(
                    f"Error processing permission '{perm}' for "
                    f"{self.hash.sha256}: {e}"
                )
                permission_details.append(APKPermission(
                    permission_name=perm,
                    protection_level="unknown",
                    is_custom=perm in custom_perm_set,
                ))

        permhash_value = self._compute_permhash()

        self.permissions_data = APKPermissions(
            total_permission_count=len(requested_perms),
            dangerous_permission_count=len(dangerous_permissions),
            permissions=requested_perms,
            dangerous_permissions=dangerous_permissions,
            custom_permissions=custom_perms,
            permission_details=permission_details,
            permhash=permhash_value,
        )
        return self.permissions_data

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

            current_time = datetime.now(timezone.utc)

            # One row per permission
            data = []
            for detail in self.permissions_data.permission_details:
                data.append([
                    self.sha256,
                    detail.permission_name,
                    detail.protection_level,
                    int(detail.is_custom),
                    current_time,
                ])

            if not data:
                return None

            column_names = [
                'sha256', 'permission_name', 'protection_level',
                'is_custom', 'analysis_date',
            ]

            column_type_names = [
                'FixedString(64)', 'String', 'LowCardinality(String)',
                'UInt8', "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

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