Chaewon Park

50 papers A* 3A 5B 3Misc 2Journal 29Unranked 8
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Dayeon Lee, Dongheyong Kim, Chaewon Park, Sungmin Woo, Sangyoun Lee
2026 J jnl
Pattern Recognit.
Donghyeong Kim, Chaewon Park, Suhwan Cho, Hyeonjeong Lim, Minseok Kang, Jungho Lee, Sangyoun Lee
2026 J jnl
IEEE Trans. Cogn. Dev. Syst.
Doyu Lim, Chaewon Park, Joonhee Kim, Junwoo Hong, Soohee Han
2026 J jnl
Scientometrics
Chaewon Park, Sung Joo Bae
2025 J jnl
IEEE Trans. Engineering Management
Chaewon Park, Sung Joo Bae
2025 conf
ICCVW
Yubeen Lee, Sangeun Lee, Chaewon Park, Junyeop Cha, Eunil Park
2025 J jnl
Pattern Recognit.
Chaewon Park, Donghyeong Kim, MyeongAh Cho, Minjung Kim, Minseok Lee, Seungwook Park, Sangyoun Lee
2025 J jnl
CoRR
Donghyeong Kim, Chaewon Park, Suhwan Cho, Hyeonjeong Lim, Minseok Kang, Jungho Lee, Sangyoun Lee
2025 B conf
ISPASS
Inseong Hwang, Jihoon Jang, Chaewon Park, Hyun Kim
2025 J jnl
CoRR
Yubeen Lee, Sangeun Lee, Chaewon Park, Junyeop Cha, Eunil Park
2024 conf
ICEIC
Minhyeok Lee, Suhwan Cho, Chaewon Park, Dogyoon Lee, Jungho Lee, Sangyoun Lee
2024 conf
NAACL-HLT
Daeun Lee, Hyolim Jeon, Sejung Son, Chaewon Park, Ji Hyun An, Seungbae Kim, Jinyoung Han
2024 conf
WWW (Companion Volume)
Migyeong Yang, Chaewon Park, Jiwon Kang, Daeun Lee, Daejin Choi, Jinyoung Han
2024 A* conf
CVPR
Minhyeok Lee, Suhwan Cho, Dogyoon Lee, Chaewon Park, Jungho Lee, Sangyoun Lee
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Seunghoon Lee, Suhwan Cho, Chaewon Park, Seungwook Park, Jaeyeob Kim, Sangyoun Lee
2024 J jnl
IEEE Internet Things J.
Chaewon Park, Vikas Palakonda, Sangseok Yun, Il-Min Kim, Jae-Mo Kang
2023 Misc conf
ICASSP
Donghyeong Kim, Chaewon Park, Suhwan Cho, Sangyoun Lee
2023 J jnl
CoRR
Minhyeok Lee, Suhwan Cho, Dogyoon Lee, Chaewon Park, Jungho Lee, Sangyoun Lee
2023 conf
EMNLP (Findings)
Chaewon Park, Soohwan Kim, Kyubyong Park, Kunwoo Park
2023 J jnl
CoRR
Chaewon Park, Soohwan Kim, Kyubyong Park, Kunwoo Park
2023 A* conf
CVPR
MyeongAh Cho, Minjung Kim, Sangwon Hwang, Chaewon Park, Kyungjae Lee, Sangyoun Lee
2023 A conf
WACV
Suhwan Cho, Minhyeok Lee, Seunghoon Lee, Chaewon Park, Donghyeong Kim, Sangyoun Lee
2023 Misc conf
ICASSP
Chaewon Park, Minhyeok Lee, Suhwan Cho, Donghyeong Kim, Sangyoun Lee
2023 J jnl
CoRR
Chaewon Park, Minhyeok Lee, Suhwan Cho, Donghyeong Kim, Sangyoun Lee
2023 A conf
WACV
Minhyeok Lee, Suhwan Cho, Seunghoon Lee, Chaewon Park, Sangyoun Lee
2022 A conf
WACV
Minhyeok Lee, Sangwon Hwang, Chaewon Park, Sangyoun Lee
2022 J jnl
CoRR
Donghyeong Kim, Chaewon Park, Suhwan Cho, Sangyoun Lee
2022 A conf
WACV
Chaewon Park, MyeongAh Cho, Minhyeok Lee, Sangyoun Lee
2022 J jnl
CoRR
Minhyeok Lee, Suhwan Cho, Chaewon Park, Dogyoon Lee, Jungho Lee, Sangyoun Lee
2022 J jnl
Adv. Intell. Syst.
Min-Young Cho, Jin-Woong Lee, Chaewon Park, Byung Do Lee, Joon Seok Kyeong, Eun Jeong Park, Kee Yang Lee, Kee-Sun Sohn
2022 J jnl
Adv. Intell. Syst.
Min-Young Cho, Jin-Woong Lee, Chaewon Park, Byung Do Lee, Joon Seok Kyeong, Eun Jeong Park, Kee Yang Lee, Kee-Sun Sohn
2022 J jnl
CoRR
Suhwan Cho, Woo Jin Kim, MyeongAh Cho, Seunghoon Lee, Minhyeok Lee, Chaewon Park, Sangyoun Lee
2022 J jnl
CoRR
Chaewon Park, Minhyeok Lee, MyeongAh Cho, Sangyoun Lee
2022 conf
ECCV (29)
Minhyeok Lee, Chaewon Park, Suhwan Cho, Sangyoun Lee
2022 J jnl
CoRR
Minhyeok Lee, Chaewon Park, Suhwan Cho, Sangyoun Lee
2022 B conf
ICIP
Chaewon Park, Minhyeok Lee, MyeongAh Cho, Sangyoun Lee
2022 J jnl
Cyberpsychology Behav. Soc. Netw.
Doha Kim, Chaewon Park, Eunji Kim, Jinyoung Han, Hayeon Song
2022 B conf
ICIP
Minhyeok Lee, Chaewon Park, Suhwan Cho, Sangyoun Lee
2022 conf
ECCV (22)
Suhwan Cho, Heansung Lee, Minhyeok Lee, Chaewon Park, Sungjun Jang, Minjung Kim, Sangyoun Lee
2022 J jnl
CoRR
Suhwan Cho, Heansung Lee, Minhyeok Lee, Chaewon Park, Sungjun Jang, Minjung Kim, Sangyoun Lee
2022 J jnl
CoRR
Suhwan Cho, Minhyeok Lee, Seunghoon Lee, Chaewon Park, Donghyeong Kim, Sangyoun Lee
2022 J jnl
CoRR
Minhyeok Lee, Suhwan Cho, Seunghoon Lee, Chaewon Park, Sangyoun Lee
2021 J jnl
Intell. Serv. Robotics
Chaewon Park, Yoonseob Lim, Jongsuk Choi, Jee Eun Sung
2021 J jnl
CoRR
Minhyeok Lee, Sangwon Hwang, Chaewon Park, Sangyoun Lee
2021 conf
EMBC
Chaewon Park, Ingu Choi, Juhyeong Roh, So Yun Lim, Sung-han Kim, Jongwon Lee, Sungwook Yang
2021 J jnl
CoRR
Chaewon Park, MyeongAh Cho, Minhyeok Lee, Sangyoun Lee
2021 A* conf
ICCV
Kwang Hee Lee, Chaewon Park, Junghyun Oh, Nojun Kwak
2021 J jnl
CoRR
Kwang Hee Lee, Chaewon Park, Junghyun Oh, Nojun Kwak
2021 J jnl
CoRR
Chaewon Park, Minhyeok Lee, MyeongAh Cho, Sangyoun Lee
2019 A conf
IROS
Chaewon Park, Jongsuk Choi, Jee Eun Sung, Yoonseob Lim
redb/extractors/apk_extractors/apk_dex.py
← Index redb/extractors/apk_extractors/apk_dex.py python
import hashlib
import inspect
import json
from collections import Counter
from datetime import datetime, timezone
from typing import Any

import tlsh

from redb.extractors.enum import Tag
from redb.extractors.apk_extractor import APKExtractor
from redb.models.dataclasses import APKDexFile

# Sensitive API patterns categorized for malware analysis
SENSITIVE_API_CATEGORIES = {
    "reflection": [
        "Ljava/lang/reflect/Method;->invoke",
        "Ljava/lang/reflect/Field;->get",
        "Ljava/lang/reflect/Field;->set",
        "Ljava/lang/reflect/Constructor;->newInstance",
        "Ljava/lang/Class;->forName",
        "Ljava/lang/Class;->getMethod",
        "Ljava/lang/Class;->getDeclaredMethod",
        "Ljava/lang/Class;->getDeclaredField",
        "Ljava/lang/ClassLoader;->loadClass",
    ],
    "crypto": [
        "Ljavax/crypto/Cipher;->getInstance",
        "Ljavax/crypto/Cipher;->init",
        "Ljavax/crypto/spec/SecretKeySpec;-><init>",
        "Ljavax/crypto/spec/IvParameterSpec;-><init>",
        "Ljava/security/MessageDigest;->getInstance",
        "Ljava/security/KeyStore;->getInstance",
        "Ljavax/crypto/Mac;->getInstance",
    ],
    "dynamic_loading": [
        "Ldalvik/system/DexClassLoader;-><init>",
        "Ldalvik/system/PathClassLoader;-><init>",
        "Ldalvik/system/InMemoryDexClassLoader;-><init>",
        "Ldalvik/system/BaseDexClassLoader;-><init>",
        "Ljava/lang/Runtime;->exec",
        "Ljava/lang/ProcessBuilder;->start",
    ],
    "telephony": [
        "Landroid/telephony/TelephonyManager;->getDeviceId",
        "Landroid/telephony/TelephonyManager;->getSubscriberId",
        "Landroid/telephony/TelephonyManager;->getLine1Number",
        "Landroid/telephony/TelephonyManager;->getSimSerialNumber",
        "Landroid/telephony/TelephonyManager;->getNetworkOperator",
        "Landroid/telephony/TelephonyManager;->getSimOperator",
    ],
    "sms": [
        "Landroid/telephony/SmsManager;->sendTextMessage",
        "Landroid/telephony/SmsManager;->sendMultipartTextMessage",
        "Landroid/telephony/SmsManager;->sendDataMessage",
    ],
    "network": [
        "Ljava/net/HttpURLConnection;->connect",
        "Ljava/net/URL;->openConnection",
        "Lokhttp3/OkHttpClient;-><init>",
        "Lokhttp3/Request$Builder;->build",
        "Lorg/apache/http/client/HttpClient;->execute",
        "Landroid/webkit/WebView;->loadUrl",
        "Landroid/webkit/WebView;->setWebViewClient",
    ],
    "native": [
        "Ljava/lang/System;->loadLibrary",
        "Ljava/lang/System;->load",
        "Ljava/lang/Runtime;->loadLibrary",
    ],
    "device_info": [
        "Landroid/os/Build;->FINGERPRINT",
        "Landroid/os/Build;->MODEL",
        "Landroid/os/Build;->MANUFACTURER",
        "Landroid/os/Build;->PRODUCT",
        "Landroid/os/Build;->BRAND",
        "Landroid/os/Build;->DEVICE",
        "Landroid/os/Build;->HARDWARE",
        "Landroid/os/Build;->SERIAL",
        "Landroid/os/Build$VERSION;->SDK_INT",
        "Landroid/provider/Settings$Secure;->getString",
    ],
    "file_io": [
        "Ljava/io/FileOutputStream;-><init>",
        "Ljava/io/FileInputStream;-><init>",
        "Landroid/content/SharedPreferences;->edit",
        "Landroid/database/sqlite/SQLiteDatabase;->execSQL",
        "Landroid/database/sqlite/SQLiteDatabase;->rawQuery",
    ],
    "ipc": [
        "Landroid/content/ContentResolver;->query",
        "Landroid/content/ContentResolver;->insert",
        "Landroid/content/ContentResolver;->delete",
        "Landroid/content/Intent;-><init>",
        "Landroid/content/Context;->sendBroadcast",
        "Landroid/content/Context;->startService",
        "Landroid/content/Context;->bindService",
    ],
}


class APKDexExtractor(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.dex_files = []
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _analyze_api_usage(self, dex):
        """Categorize sensitive API calls found in DEX bytecode."""
        api_usage = {cat: set() for cat in SENSITIVE_API_CATEGORIES}

        try:
            for method in dex.get_encoded_methods():
                code = method.get_code()
                if not code:
                    continue
                try:
                    bytecode = code.get_bc()
                    if not bytecode:
                        continue
                    for instruction in bytecode.get_instructions():
                        op_name = instruction.get_name()
                        if not op_name or not op_name.startswith("invoke"):
                            continue
                        output = instruction.get_output()
                        if not output:
                            continue
                        for category, patterns in SENSITIVE_API_CATEGORIES.items():
                            for pattern in patterns:
                                if pattern in output:
                                    api_usage[category].add(output.strip())
                                    break
                except Exception:
                    continue
        except Exception as e:
            self.log.warning(f"Error analyzing API usage: {e}")

        # Convert sets to sorted lists
        return {cat: sorted(calls) for cat, calls in api_usage.items() if calls}

    def _compute_obfuscation_indicators(self, classes, methods):
        """Compute obfuscation indicators from class/method names."""
        class_names = []
        for cls in classes:
            try:
                name = cls.get_name()
                if name:
                    class_names.append(name)
            except Exception:
                continue

        method_names = []
        for m in methods:
            try:
                name = m.get_name()
                if name and name not in ("<init>", "<clinit>"):
                    method_names.append(name)
            except Exception:
                continue

        if not class_names:
            return None

        # Short class names: extract just the class part from Dalvik notation
        short_class = 0
        for n in class_names:
            simple = n.split("/")[-1].rstrip(";")
            if len(simple) <= 2:
                short_class += 1

        short_method = sum(1 for n in method_names if len(n) <= 2)

        return {
            "short_class_names_pct": round(short_class / max(len(class_names), 1), 4),
            "short_method_names_pct": round(short_method / max(len(method_names), 1), 4),
            "non_ascii_identifiers": sum(1 for n in class_names if not n.isascii()),
            "avg_class_name_length": round(
                sum(len(n) for n in class_names) / max(len(class_names), 1), 2
            ),
        }

    def _compute_top_packages(self, classes):
        """Compute top packages by class count."""
        package_counter = Counter()
        for cls in classes:
            try:
                name = cls.get_name()  # "Lcom/example/foo/Bar;"
                if not name:
                    continue
                parts = name[1:].replace("/", ".").rsplit(".", 1)
                if len(parts) > 1:
                    package = parts[0]
                else:
                    package = "(default)"
                package_counter[package] += 1
            except Exception:
                continue

        return [
            {"package": pkg, "class_count": count}
            for pkg, count in package_counter.most_common(20)
        ]

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

        from androguard.core.dex import DEX

        try:
            dex_names = list(self.apk.get_dex_names() or [])
        except Exception as e:
            self.log.warning(f"Error getting DEX names for {self.hash.sha256}: {e}")
            dex_names = []

        try:
            dex_buffers = list(self.apk.get_all_dex() or [])
        except Exception as e:
            self.log.error(f"Error getting DEX buffers for {self.hash.sha256}: {e}")
            return None

        if not dex_buffers:
            self.log.debug("No DEX files found in APK")
            return None

        self.dex_files = []
        for i, dex_data in enumerate(dex_buffers):
            dex_name = dex_names[i] if i < len(dex_names) else f"classes{i}.dex"

            dex_sha256 = hashlib.sha256(dex_data).hexdigest()
            dex_tlsh = None
            if len(dex_data) >= 50:
                try:
                    dex_tlsh = tlsh.hash(dex_data) or None
                except Exception:
                    pass

            try:
                d = DEX(dex_data)
            except Exception as e:
                self.log.warning(f"Failed to parse DEX {dex_name}: {e}")
                continue

            try:
                classes = list(d.get_classes() or [])
            except Exception as e:
                self.log.warning(f"Error getting classes from {dex_name}: {e}")
                classes = []
            try:
                methods = list(d.get_methods() or [])
            except Exception as e:
                self.log.warning(f"Error getting methods from {dex_name}: {e}")
                methods = []
            try:
                strings = list(d.get_strings() or [])
            except Exception as e:
                self.log.warning(f"Error getting strings from {dex_name}: {e}")
                strings = []

            try:
                top_packages = self._compute_top_packages(classes)
            except Exception as e:
                self.log.warning(f"Error computing top packages for {dex_name}: {e}")
                top_packages = []
            try:
                api_usage = self._analyze_api_usage(d)
            except Exception as e:
                self.log.warning(f"Error analyzing API usage for {dex_name}: {e}")
                api_usage = {}
            try:
                obfuscation_indicators = self._compute_obfuscation_indicators(classes, methods)
            except Exception as e:
                self.log.warning(f"Error computing obfuscation indicators for {dex_name}: {e}")
                obfuscation_indicators = None

            self.dex_files.append(APKDexFile(
                filename=dex_name,
                sha256=dex_sha256,
                class_count=len(classes),
                method_count=len(methods),
                string_count=len(strings),
                tlsh=dex_tlsh,
                top_packages=top_packages,
                api_usage=api_usage if api_usage else None,
                obfuscation_indicators=obfuscation_indicators,
            ))

        return self.dex_files if self.dex_files else None

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

            current_time = datetime.now(timezone.utc)

            # DEX table: one row per DEX file
            dex_data = []
            for dex in self.dex_files:
                dex_data.append([
                    self.sha256,
                    dex.sha256,
                    dex.filename,
                    dex.tlsh,
                    dex.class_count,
                    dex.method_count,
                    dex.string_count,
                    json.dumps(dex.top_packages) if dex.top_packages else None,
                    json.dumps(dex.obfuscation_indicators) if dex.obfuscation_indicators else None,
                    current_time,
                ])

            # API usage table: one row per category per DEX
            api_data = []
            for dex in self.dex_files:
                if dex.api_usage:
                    for category, api_calls in dex.api_usage.items():
                        api_data.append([
                            self.sha256,
                            dex.sha256,
                            category,
                            api_calls,
                            current_time,
                        ])

            return {
                'multi_table': True,
                'dex': {
                    'table': 'redb_apk_dex',
                    'data': dex_data,
                    'column_names': [
                        'sha256', 'dex_sha256', 'dex_filename', 'dex_tlsh',
                        'dex_class_count', 'dex_method_count', 'dex_string_count',
                        'dex_top_packages', 'dex_obfuscation_indicators',
                        'analysis_date',
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(64)', 'String', 'Nullable(String)',
                        'UInt32', 'UInt32', 'UInt32',
                        'Nullable(String)', 'Nullable(String)',
                        "DateTime64(3, 'UTC')",
                    ],
                },
                'api_usage': {
                    'table': 'redb_apk_dex_api_usage',
                    'data': api_data,
                    'column_names': [
                        'sha256', 'dex_sha256', 'api_category',
                        'api_calls', 'analysis_date',
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(64)', 'LowCardinality(String)',
                        'Array(String)', "DateTime64(3, 'UTC')",
                    ],
                },
            }

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