Malware Analysis Datasets: Chimera Multimodal Deep Learning Android Malware Detection Method

* FEATURES * Field Name Field Type Input Domain SHA256 String 32 bytes DEX_PIXEL_0, ..., DEX_PIXEL_16383 Integer {0, 1, ..., 255} INTENT_0, ..., INTENT_99 Integer {0, 1} PERMISSION_0, ..., PERMISSION_99 Integer {0, 1} SYSCALL_0, ..., SYSCALL_399 Integer {0, 1, ..., 123} CLASS Integer {0 = Goodware, 1 = Malware} intents = ['android.intent.action.main', 'android.intent.action.boot_completed', 'android.intent.action.view', 'android.intent.action.user_present', 'android.intent.action.package_added', 'android.intent.action.package_removed', 'android.intent.action.phone_state', 'android.intent.action.search', 'android.intent.action.package_replaced', 'android.intent.action.create_shortcut', 'android.intent.action.new_outgoing_call', 'android.intent.action.action_power_connected', 'android.intent.action.action_power_disconnected', 'android.intent.action.quickboot_poweron', 'android.intent.action.send', 'android.intent.action.data_sms_received', 'android.intent.action.media_mounted', 'android.intent.action.download_complete', 'android.intent.action.screen_on', 'android.intent.action.media_button', 'android.intent.action.action_shutdown', 'android.intent.action.media_eject', 'android.intent.action.media_unmounted', 'android.intent.action.sim_state_changed', 'android.intent.action.any_data_state', 'android.intent.action.battery_changed', 'android.intent.action.download_notification_clicked', 'android.intent.action.package_install', 'android.intent.action.media_removed', 'android.intent.action.delete', 'android.intent.action.time_set', 'android.intent.action.service_state', 'android.intent.action.media_checking', 'android.intent.action.sendto', 'android.intent.action.timezone_changed', 'android.intent.action.screen_off', 'android.intent.action.date_changed', 'android.intent.action.pick', 'android.intent.action.package_restarted', 'android.intent.action.send_multiple', 'android.intent.action.my_package_replaced', 'android.intent.action.get_content', 'android.intent.action.notification_add', 'android.intent.action.notification_remove', 'android.intent.action.notification_update', 'android.intent.action.battery_low', 'android.intent.action.respond_via_message', 'android.intent.action.set_wallpaper', 'android.intent.action.edit', 'android.intent.action.battery_okay', 'android.intent.action.airplane_mode', 'android.intent.action.locale_changed', 'android.intent.action.package_changed', 'android.intent.action.headset_plug', 'android.intent.action.sig_str', 'android.intent.action.action_external_applications_available', 'android.intent.action.action_date_changed', 'android.intent.action.action_time_changed', 'android.intent.action.action_media_eject', 'android.intent.action.action_package_added', 'android.intent.action.action_timezone_changed', 'android.intent.action.time_tick', 'android.intent.action.action_view_downloads', 'android.intent.action.close_system_dialogs', 'android.intent.action.web_search', 'android.intent.action.chinamobile_oms_game', 'android.intent.action.reboot', 'android.intent.action.dial', 'android.intent.action.media_scanner_finished', 'android.intent.action.action_package_changed', 'android.intent.action.package_data_cleared', 'android.intent.action.media_search', 'android.intent.action.assist', 'android.intent.action.call', 'android.intent.action.call_button', 'android.intent.action.wallpaper_changed', 'android.intent.action.quickboot_poweroff', 'android.intent.action.close_system_alarm', 'android.intent.action.insert', 'android.intent.action.media_bad_removal', 'android.intent.action.search_long_press', 'android.intent.action.default', 'android.intent.action.music_player', 'android.intent.action.ums_connected', 'android.intent.action.external_applications_available', 'android.intent.action.media_shared', 'android.intent.action.call_privileged', 'android.intent.action.run', 'android.intent.action.camsnap', 'android.intent.action.device_storage_low', 'android.intent.action.manage_network_usage', 'android.intent.action.videocap', 'android.intent.action.camera_button', 'android.intent.action.package_fully_removed', 'android.intent.action.proxy_change', 'android.intent.action.plug_in_airing', 'android.intent.action.set_alarm', 'android.intent.action.device_storage_ok', 'android.intent.action.media_scanner_started', 'android.intent.action.ringtone_picker'] permissions = ['android.permission.internet', 'android.permission.access_network_state', 'android.permission.write_external_storage', 'android.permission.read_phone_state', 'android.permission.access_wifi_state', 'android.permission.wake_lock', 'android.permission.access_coarse_location', 'android.permission.vibrate', 'android.permission.access_fine_location', 'android.permission.receive_boot_completed', 'android.permission.get_tasks', 'android.permission.get_accounts', 'android.permission.system_alert_window', 'android.permission.read_external_storage', 'android.permission.change_wifi_state', 'android.permission.send_sms', 'android.permission.camera', 'android.permission.write_settings', 'android.permission.mount_unmount_filesystems', 'android.permission.receive_sms', 'android.permission.call_phone', 'android.permission.read_sms', 'android.permission.read_contacts', 'android.permission.record_audio', 'android.permission.read_logs', 'android.permission.change_network_state', 'android.permission.restart_packages', 'android.permission.disable_keyguard', 'android.permission.modify_audio_settings', 'android.permission.write_sms', 'android.permission.access_location_extra_commands', 'android.permission.bluetooth', 'android.permission.use_credentials', 'android.permission.set_wallpaper', 'android.permission.flashlight', 'android.permission.broadcast_sticky', 'android.permission.write_contacts', 'android.permission.process_outgoing_calls', 'android.permission.kill_background_processes', 'android.permission.bluetooth_admin', 'android.permission.manage_accounts', 'android.permission.receive_user_present', 'android.permission.change_configuration', 'android.permission.install_packages', 'android.permission.access_mock_location', 'android.permission.download_without_notification', 'android.permission.write_apn_settings', 'android.permission.read_call_log', 'android.permission.receive_mms', 'android.permission.access_gps', 'android.permission.read_calendar', 'android.permission.access_download_manager', 'android.permission.authenticate_accounts', 'android.permission.baidu_location_service', 'android.permission.write_calendar', 'android.permission.system_overlay_window', 'android.permission.battery_stats', 'android.permission.delete_packages', 'android.permission.modify_phone_state', 'android.permission.get_package_size', 'android.permission.clear_app_cache', 'android.permission.receive_wap_push', 'android.permission.write_call_log', 'android.permission.write_secure_settings', 'android.permission.access_coarse_updates', 'android.permission.record_video', 'android.permission.interact_across_users_full', 'android.permission.read_settings', 'android.permission.read_profile', 'android.permission.set_wallpaper_hints', 'android.permission.expand_status_bar', 'android.permission.call_privileged', 'android.permission.change_component_enabled_state', 'android.permission.device_power', 'android.permission.write_sync_settings', 'android.permission.reorder_tasks', 'android.permission.read_sync_settings', 'android.permission.nfc', 'android.permission.change_wifi_multicast_state', 'android.permission.write_owner_data', 'android.permission.set_debug_app', 'android.permission.broadcast_sms', 'android.permission.package_usage_stats', 'android.permission.write_internal_storage', 'android.permission.broadcast_package_added', 'android.permission.broadcast_package_replaced', 'android.permission.broadcast_package_install', 'android.permission.access_location', 'android.permission.broadcast_package_changed', 'android.permission.access_mtk_mmhw', 'android.permission.read_owner_data', 'android.permission.manage_documents', 'android.permission.access_superuser', 'android.permission.write_media_storage', 'android.permission.update_device_stats', 'android.permission.access_assisted_gps', 'android.permission.read_sync_stats', 'android.permission.raised_thread_priority', 'android.permission.persistent_activity', 'android.permission.mout_unmount_filesystems'] syscalls = ['UNK', 'accept', 'access', 'bind', 'brk', 'cacheflush', 'capset', 'chdir', 'chmod', 'clock_gettime', 'clone', 'close', 'connect', 'dup', 'dup2', 'epoll_create', 'epoll_ctl', 'epoll_wait', 'execve', 'exit', 'exit_group', 'fchmod', 'fchown32', 'fcntl', 'fcntl64', 'fdatasync', 'fgetxattr', 'flock', 'fork', 'fsetxattr', 'fstat64', 'fsync', 'ftruncate', 'ftruncate64', 'futex', 'getcwd', 'getdents64', 'getegid32', 'geteuid32', 'getgid32', 'getgroups32', 'getpgid', 'getpid', 'getppid', 'getpriority', 'getresgid32', 'getresuid32', 'getrlimit', 'getsockname', 'getsockopt', 'gettid', 'gettimeofday', 'getuid32', 'inotify_add_watch', 'inotify_init', 'inotify_rm_watch', 'ioctl', 'kill', 'listen', 'lseek', 'lstat64', 'madvise', 'mkdir', 'mmap2', 'mprotect', 'mremap', 'msync', 'munmap', 'nanosleep', 'open', 'pciconfig_iobase', 'personality', 'pipe', 'poll', 'prctl', 'pread', 'ptrace', 'pwrite', 'read', 'readlink', 'recvfrom', 'recvmsg', 'rename', 'restart_syscall', 'rmdir', 'rt_sigreturn', 'rt_sigtimedwait', 'sched_getparam', 'sched_getscheduler', 'sched_yield', 'select', 'sendmsg', 'sendto', 'set_tls', 'setgid32', 'setgroups32', 'setitimer', 'setpgid', 'setpriority', 'setresuid32', 'setrlimit', 'setsid', 'setsockopt', 'setuid32', 'shutdown', 'sigaction', 'sigprocmask', 'sigreturn', 'socket', 'socketpair', 'stat64', 'statfs', 'statfs64', 'tgkill', 'timerfd', 'timerfd_settime', 'umask', 'uname', 'unlink', 'utimes', 'vfork', 'wait4', 'write', 'writev'] * ACKNOWLEDGMENTS * We would like to thank Universidade Nove de Julho and the Coordination for the Improvement of Higher Education Personnel (CAPES) for supporting this research.