Jaeil Cho

23 papers A 1Journal 12Unranked 10
YearRankTypeTitle / Venue / Authors
2023 J jnl
Remote. Sens.
Soo-Jin Lee, Chuluong Choi, Jinsoo Kim, Minha Choi, Jaeil Cho, Yang-Won Lee
2020 J jnl
Remote. Sens.
Jae-Hyun Ryu, Sang-il Na, Jaeil Cho
2020 J jnl
Remote. Sens.
Jae-Hyun Ryu, Hoejeong Jeong, Jaeil Cho
2020 J jnl
Remote. Sens.
Nari Kim, Kwangjin Kim, Soobong Lee, Jaeil Cho, Yang-Won Lee
2019 J jnl
ISPRS Int. J. Geo Inf.
Nari Kim, Kyung-Ja Ha, No-Wook Park, Jaeil Cho, Sungwook Hong, Yang-Won Lee
2019 J jnl
Remote. Sens.
Jae-Hyun Ryu, Kyung-Soo Han, Yang-Won Lee, No-Wook Park, Sungwook Hong, Chu-Yong Chung, Jaeil Cho
2019 J jnl
Remote. Sens.
Jiwon Kim, Kwangjin Kim, Jaeil Cho, Yong Q. Kang, Hong-Joo Yoon, Yang-Won Lee
2018 J jnl
Remote. Sens.
Jae-Hyun Ryu, Kyung-Soo Han, Sungwook Hong, No-Wook Park, Yang-Won Lee, Jaeil Cho
2017 conf
ICCV Workshops
Matej Kristan, Ales Leonardis, Jiri Matas, Michael Felsberg, Roman P. Pflugfelder, Luka Cehovin Zajc, Tomas Vojir, Gustav Häger, Alan Lukezic, Abdelrahman Eldesokey, Gustavo Fernández, Álvaro García-Martín, Andrej Muhic, Alfredo Petrosino, Alireza Memarmoghadam, Andrea Vedaldi, Antoine Manzanera, Antoine Tran, A. Aydin Alatan, Bogdan Mocanu, Boyu Chen, Chang Huang, Changsheng Xu, Chong Sun, Dalong Du, David Zhang, Dawei Du, Deepak Mishra, Erhan Gundogdu, Erik Velasco-Salido, Fahad Shahbaz Khan, Francesco Battistone, Gorthi R. K. Sai Subrahmanyam, Goutam Bhat, Guan Huang, Guilherme Sousa Bastos, Guna Seetharaman, Hongliang Zhang, Houqiang Li, Huchuan Lu, Isabela Drummond, Jack Valmadre, Jae-chan Jeong, Jaeil Cho, Jae-Yeong Lee, Jana Noskova, Jianke Zhu, Jin Gao, Jingyu Liu, Ji-Wan Kim, João F. Henriques, José M. Martínez, Junfei Zhuang, Junliang Xing, Junyu Gao, Kai Chen, Kannappan Palaniappan, Karel Lebeda, Ke Gao, Kris M. Kitani, Lei Zhang, Lijun Wang, Lingxiao Yang, Longyin Wen, Luca Bertinetto, Mahdieh Poostchi, Martin Danelljan, Matthias Mueller, Mengdan Zhang, Ming-Hsuan Yang, Nianhao Xie, Ning Wang, Ondrej Miksik, Payman Moallem, Pallavi M. Venugopal, Pedro Senna, Philip H. S. Torr, Qiang Wang, Qifeng Yu, Qingming Huang, Rafael Martin Nieto, Richard Bowden, Risheng Liu, Ruxandra Tapu, Simon Hadfield, Siwei Lyu, Stuart Golodetz, Sunglok Choi, Tianzhu Zhang, Titus Zaharia, Vincenzo Santopietro, Wei Zou, Weiming Hu, Wenbing Tao, Wenbo Li, Wengang Zhou, Xianguo Yu, Xiao Bian, Yang Li, Yifan Xing, Yingruo Fan, Zheng Zhu, Zhipeng Zhang, Zhiqun He
2016 conf
ECCV Workshops (2)
Matej Kristan, Ales Leonardis, Jiri Matas, Michael Felsberg, Roman P. Pflugfelder, Luka Cehovin, Tomás Vojír, Gustav Häger, Alan Lukezic, Gustavo Fernández, Abhinav Gupta, Alfredo Petrosino, Alireza Memarmoghadam, Álvaro García-Martín, Andrés Solís Montero, Andrea Vedaldi, Andreas Robinson, Andy Jinhua Ma, Anton Varfolomieiev, A. Aydin Alatan, Aykut Erdem, Bernard Ghanem, Bin Liu, Bohyung Han, Brais Martínez, Chang-Ming Chang, Changsheng Xu, Chong Sun, Daijin Kim, Dapeng Chen, Dawei Du, Deepak Mishra, Dit-Yan Yeung, Erhan Gundogdu, Erkut Erdem, Fahad Shahbaz Khan, Fatih Porikli, Fei Zhao, Filiz Bunyak, Francesco Battistone, Gao Zhu, Giorgio Roffo, Gorthi R. K. Sai Subrahmanyam, Guilherme Sousa Bastos, Guna Seetharaman, Henry Medeiros, Hongdong Li, Honggang Qi, Horst Bischof, Horst Possegger, Huchuan Lu, Hyemin Lee, Hyeonseob Nam, Hyung Jin Chang, Isabela Drummond, Jack Valmadre, Jae-chan Jeong, Jaeil Cho, Jae-Yeong Lee, Jianke Zhu, Jiayi Feng, Jin Gao, Jin Young Choi, Jingjing Xiao, Ji-Wan Kim, Jiyeoup Jeong, João F. Henriques, Jochen Lang, Jongwon Choi, José M. Martínez, Junliang Xing, Junyu Gao, Kannappan Palaniappan, Karel Lebeda, Ke Gao, Krystian Mikolajczyk, Lei Qin, Lijun Wang, Longyin Wen, Luca Bertinetto, Madan Kumar Rapuru, Mahdieh Poostchi, Mario Edoardo Maresca, Martin Danelljan, Matthias Mueller, Mengdan Zhang, Michael Arens, Michel F. Valstar, Ming Tang, Mooyeol Baek, Muhammad Haris Khan, Naiyan Wang, Nana Fan, Noor Al-Shakarji, Ondrej Miksik, Osman Akin, Payman Moallem, Pedro Senna, Philip H. S. Torr, Pong C. Yuen, Qingming Huang, Rafael Martin Nieto, Rengarajan Pelapur, Richard Bowden, Robert Laganière, Rustam Stolkin, Ryan Walsh, Sebastian Bernd Krah, Shengkun Li, Shengping Zhang, Shizeng Yao, Simon Hadfield, Simone Melzi, Siwei Lyu, Siyi Li, Stefan Becker, Stuart Golodetz, Sumithra Kakanuru, Sunglok Choi, Tao Hu, Thomas Mauthner, Tianzhu Zhang, Tony P. Pridmore, Vincenzo Santopietro, Weiming Hu, Wenbo Li, Wolfgang Hübner, Xiangyuan Lan, Xiaomeng Wang, Xin Li, Yang Li, Yiannis Demiris, Yifan Wang, Yuankai Qi, Zejian Yuan, Zexiong Cai, Zhan Xu, Zhenyu He, Zhizhen Chi
2015 J jnl
Clust. Comput.
Jaeil Cho, Kiheon Park, Taeyeon Kim, Hongseok Jeon, Wonhyuk Lee, Hyuncheol Kim
2015 conf
URAI
Seunghwan Park, Jaeil Cho
2015 conf
URAI
Seunghwan Park, Jaeil Cho
2015 conf
URAI
Jae-chan Jeong, Sunglok Choi, Jae-Yeong Lee, Ji-Wan Kim, Jaeil Cho
2014 J jnl
Remote. Sens.
Jihye Ahn, Sungwook Hong, Jaeil Cho, Yang-Won Lee, Hosang Lee
2013 conf
URAI
Seunghwan Park, Jaeil Cho
2011 conf
URAI
Seunghwan Park, Wonpil Yu, Jaeil Cho
2011 conf
ICAR
Yu-Cheol Lee, Christiand, Wonpil Yu, Jaeil Cho
2011 J jnl
Artif. Life Robotics
Seungmin Choi, Jae-chan Jeong, Jaeil Cho
2011 conf
URAI
Seunghwan Park, Wonpil Yu, Jaeil Cho
2010 J jnl
Ecol. Informatics
Jaeil Cho, Pat J.-F. Yeh, Yang-Won Lee, Hyungjun Kim, Taikan Oki, Shinjiro Kanae, Wonsik Kim, Kyoichi Otsuki
2010 conf
ROBIO
Christiand, Yu-Cheol Lee, Wonpil Yu, Jaeil Cho
2010 A conf
IROS
Heesung Chae, Christiand, Sunglok Choi, Wonpil Yu, Jaeil Cho
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"