Computer vision and image processing have made significant progress in many real-world applications, including environmental monitoring and protection. Recent studies have shown that computer vision and image processing can be used to quantify water turbidity, a crucial physical parameter in water quality assessment. This paper presents a procedure to determine water turbidity using deep learning methods, specifically, convolutional neural network (CNN). At first, water samples were located inside a dark cabin before digital images of the samples were captured with a smartphone camera.

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This dataset is extracted from GitHub and contains 172,919 java source codes written by 3,128 authors. It can be used for authorship attribution.

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a novel two-electrode, frequency-scan electrical impedance tomography (EIT) system for gesture recognition

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This dataset was produced as a part of my PhD research on Android malware detection using Multimodal Deep Learning. It contains raw data (DEX grayscale images), static analysis data (Android Intents & Permissions), and dynamic analysis data (system call sequences). For the conference research paper, please refer to https://sbic.org.br/eventos/cbic_2021/cbic2021-32/

Citations:

Instructions: 

* 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.

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214 Views

The dataset consists of samples of DDoS attacks. The samples were generated either by dedicated tools such as Loic, Hulk, Thorshammer, or combined from publicly available source such as from DDoS Evaluation Dataset (CIC-DDoS2019).

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110 Views

To train the machine learning model, a dataset was generated containing data for «Budennovskoye» field, part of which is shown in title figure. (AR and SP are given for 90 centimeter intervals, for which, in turn, the actual values K_fpo. obtained by pumping out (pump out) was determined. As a result, the input variable set consisted of 19 values, including the rock code (AR, SP). The target column isK_f_pump_out .

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238 Views

Challenge Description and Goal:

The pathogenesis of COVID-19 is increasingly suggesting impairments in the respiratory system. In this light, it is natural to ask – Can sound samples serve as acoustic biomarkers of COVID-19? If yes, an acoustics based COVID-19 diagnosis can provide a fast, contactless, and inexpensive testing scheme, with potential to supplement the existing molecular testing methods, such as RT-PCR and RAT. The present Challenge is an exploration of ideas to find answers to this question.

Last Updated On: 
Sun, 10/03/2021 - 18:04

This data set contains tweets related to haptics from 2008 to 2021.

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ABSTRACT

Europe is covered by distinct climatic zones which include semiarid, the Mediterranean, humid subtropical, marine,

humid continental, subarctic, and highland climates. Land use and land cover change have been well documented in the

past 200 years across Europe1where land cover grassland and cropland together make up 39%2. In recent years, the

agricultural sector has been affected by abnormal weather events. Climate change will continue to change weather

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Data used for evaluation of the Chameleon system. We use it to evaluate capabilities of sensor fusion system that is able to adapot to multiple envrionemnts and monitor activity states within a room. The data set is divided by the two deployments and includes inforamtion for both of the sensors used to test the system. We include two weeks worth of data along with training and testing accuracy results. 

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