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2019-09-26
Yoshikawa, M., Ikezaki, Y., Nozaki, Y..  2018.  Implementation of Searchable Encryption System with Dedicated Hardware and Its Evaluation. 2018 9th IEEE Annual Ubiquitous Computing, Electronics Mobile Communication Conference (UEMCON). :218-221.
Recently, big data and artificial intelligence (AI) have been introduced into medical services. When personal information is stored in a shared database, that data must be encrypted, which, in turn, makes it difficult to extract only the necessary information. Searchable encryption has now been proposed to extract, or search, encrypted data without decrypting it. However, all previous studies regarding searchable encryption are software-based. This paper proposes a searchable encryption system embedded in dedicated hardware and evaluates its circuit size.
Chung, S., Shieh, M., Chiueh, T..  2018.  A Security Proxy to Cloud Storage Backends Based on an Efficient Wildcard Searchable Encryption. 2018 IEEE 8th International Symposium on Cloud and Service Computing (SC2). :127-130.

Cloud storage backends such as Amazon S3 are a potential storage solution to enterprises. However, to couple enterprises with these backends, at least two problems must be solved: first, how to make these semi-trusted backends as secure as on-premises storage; and second, how to selectively retrieve files as easy as on-premises storage. A security proxy can address both the problems by building a local index from keywords in files before encrypting and uploading files to these backends. But, if the local index is built in plaintext, file content is still vulnerable to local malicious staff. Searchable Encryption (SE) can get rid of this vulnerability by making index into ciphertext; however, its known constructions often require modifications to index database, and, to support wildcard queries, they are not efficient at all. In this paper, we present a security proxy that, based on our wildcard SE construction, can securely and efficiently couple enterprises with these backends. In particular, since our SE construction can work directly with existing database systems, it incurs only a little overhead, and when needed, permits the security proxy to run with constantly small storage footprint by readily out-sourcing all built indices to existing cloud databases.

2019-09-23
Babu, S., Markose, S..  2018.  IoT Enabled Robots with QR Code Based Localization. 2018 International Conference on Emerging Trends and Innovations In Engineering And Technological Research (ICETIETR). :1–5.

Robots are sophisticated form of IoT devices as they are smart devices that scrutinize sensor data from multiple sources and observe events to decide the best procedural actions to supervise and manoeuvre objects in the physical world. In this paper, localization of the robot is addressed by QR code Detection and path optimization is accomplished by Dijkstras algorithm. The robot can navigate automatically in its environment with sensors and shortest path is computed whenever heading measurements are updated with QR code landmark recognition. The proposed approach highly reduces computational burden and deployment complexity as it reflects the use of artificial intelligence to self-correct its course when required. An Encrypted communication channel is established over wireless local area network using SSHv2 protocol to transfer or receive sensor data(or commands) making it an IoT enabled Robot.

Tan, L., Liu, K., Yan, X., Wan, S., Chen, J., Chang, C..  2018.  Visual Secret Sharing Scheme for Color QR Code. 2018 IEEE 3rd International Conference on Image, Vision and Computing (ICIVC). :961–965.

In this paper, we propose a novel visual secret sharing (VSS) scheme for color QR code (VSSCQR) with (n, n) threshold based on high capacity, admirable visual effects and popularity of color QR code. By splitting and encoding a secret image into QR codes and then fusing QR codes to generate color QR code shares, the scheme can share the secret among a certain number of participants. However, less than n participants cannot reveal any information about the secret. The embedding amount and position of the secret image bits generated by VSS are in the range of the error correction ability of the QR code. Each color share is readable, which can be decoded and thus may not come into notice. On one hand, the secret image can be reconstructed by first decomposing three QR codes from each color QR code share and then stacking the corresponding QR codes based on only human visual system without computational devices. On the other hand, by decomposing three QR codes from each color QR code share and then XORing the three QR codes respectively, we can reconstruct the secret image losslessly. The experiment results display the effect of our scheme.

Arora, M., kumar, C., Verma, A. K..  2018.  Increase Capacity of QR Code Using Compression Technique. 2018 3rd International Conference and Workshops on Recent Advances and Innovations in Engineering (ICRAIE). :1–5.

The main objective of this research work is to enhance the data storage capacity of the QR codes. By achieving the research aim, we can visualize rapid increase in application domains of QR Codes, mostly for smart cities where one needs to store bulk amount of data. Nowadays India is experiencing demonetization step taken by Prime Minister of the country and QR codes can play major role for this step. They are also helpful for cashless society as many vendors have registered themselves with different e-wallet companies like paytm, freecharge etc. These e-wallet companies have installed QR codes at cash counter of such vendors. Any time when a customer wants to pay his bills, he only needs to scan that particular QR code. Afterwards the QR code decoder application start working by taking necessary action like opening payment gateway etc. So, objective of this research study focuses on solving this issue by applying proposed methodology.

Wang, Y., Sun, C., Kuan, P., Lu, C., Wang, H..  2018.  Secured graphic QR code with infrared watermark. 2018 IEEE International Conference on Applied System Invention (ICASI). :690–693.

The barcode is an important link between real life and the virtual world nowadays. One of the most common barcodes is QR code, which its appearance, black and white modules, is not visually pleasing. The QR code is applied to product packaging and campaign promotion in the market. There are more and more stores using QR code for transaction payment. If the QR code is altered or illegally duplicated, it will endanger the information security of users. Therefore, the study uses infrared watermarking to embed the infrared QR code information into the explicit QR code to strengthen the anti-counterfeiting features. The explicit graphic QR code is produced by data hiding with error diffusion in this study. With the optical characteristics of K, one of the four printed ink colors CMYK (Cyan, Magenta, Yellow, Black), only K can be rendered in infrared. Hence, we use the infrared watermarking to embed the implicit QR code information into the explicit graphic QR code. General QR code reader may be used to interpret explicit graphic QR code information. As for implicit QR code, it needs the infrared detector to extract its implicit QR code information. If the QR code is illegally copied, it will not show the hidden second QR code under infrared detection. In this study, infrared watermark hidden in the graphic QR code can enhance not only the aesthetics of QR code, but also the anti-counterfeiting feature. It can also be applied to printing related fields, such as security documents, banknotes, etc. in the future.

Kobayashi, Toru, Nakashima, Ryota, Uchida, Rinsuke, Arai, Kenichi.  2018.  SNS Door Phone As Robotic Process Automation. Proceedings of the 2018 ACM International Conference on Interactive Surfaces and Spaces. :457–460.
We developed SNS Door Phone by making an interphone system an IoT device. We integrated SNS and QR-code recognition function with an interphone system. Thanks to connection with SNS, we can know the visit of the parcel delivery service anytime through SNS even if during going out. Thanks to introduction of QR-code recognition function, if a parcel deliveryman only showed the QR-code of the parcel in front of SNS Door Phone, the re-delivery operation information would be sent to a user automatically through SNS. Then, the user can call or ask re-delivery arrangement using smart phone without inputting any additional data. We can consider this kind of seamless re-delivery operation to be a good example of Robotic Process Automation.
Zhang, Caixia, Bai, Gang.  2018.  Using Hybrid Features of QR Code to Locate and Track in Augmented Reality. Proceedings of the 2018 International Conference on Information Science and System. :273–279.
Augmented Reality (AR) is a technique which seamlessly integrate virtual 3D models into the image of the real scenario in real time. Using the QR code as the identification mark, an algorithm is proposed to extract the virtual straight line of QR code and to locate and track the camera based on the hybrid features, thus it avoids the possibility of failure when locating and tracking only by feature points. The experimental results show that the method of combining straight lines with feature points is better than that of using only straight lines or feature points. Further, an AR (Augmented Reality) system is developed.
Ahmed, Hamdi Abdurhman, Jang, Jong Wook.  2018.  Document Certificate Authentication System Using Digitally Signed QR Code Tag. Proceedings of the 12th International Conference on Ubiquitous Information Management and Communication. :65:1–65:5.
Now a day document such as Degree certificate can be easily forged fully or partially modifying obtained score result like GPA (Grade Point Average). Digital signature are used to detect unauthorized modification to data and to authenticate the identity of signatory. The Quick Response (QR) code was designed for storage information and high-speed readability. This paper proposed a method that QR code will contain a digital signature with the student data such as degree holder's name, major program, GPA obtained and more, which will be signed by Higher Educational Institute (HEI). In order to use this system, all HEI have to register in central system, the central system provide another system that will deploy in each HEI. All digitally signed certificate generating process are offline. To verify the digital signature signed with QR code, we developed specific smart phone application which will scan and authenticate the certificate without the need to address the certificate issuing institution and gaining access to user's security credentials.
Pan, Hao, Chen, Yi-Chao, Xue, Guangtao, You, Chuang-Wen Bing, Ji, Xiaoyu.  2018.  Secure QR Code Scheme Using Nonlinearity of Spatial Frequency. Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers. :207–210.

Quick Response (QR) codes are rapidly becoming pervasive in our daily life because of its fast readability and the popularity of smartphones with a built-in camera. However, recent researches raise security concerns because QR codes can be easily sniffed and decoded which can lead to private information leakage or financial loss. To address the issue, we present mQRCode which exploit patterns with specific spatial frequency to camouflage QR codes. When the targeted receiver put a camera at the designated position (e.g., 30cm and 0° above the camouflaged QR code), the original QR code is revealed due to the Moiré phenomenon. Malicious adversaries will only see camouflaged QR code at any other position. Our experiments show that the decoding rate of mQR codes is 95% or above within 0.83 seconds. When the camera is 10cm or 15° away from the designated location, the decoding rate drops to 0 so it's secure from attackers.

Li, Bo, Kong, Libo, Huang, Yuan, Li, Liang, Chen, Jingyun.  2018.  Integration of QR Code Based on Generation, Parsing and Business Processing Mechanism. Proceedings of the International Conference on Information Technology and Electrical Engineering 2018. :18:1–18:5.
The process of information and transformation of society has become a habit in modem people. We are accustomed to using the mobile phone for all kinds of operations, such as: sweep code to order meals, buy tickets and payment, thanks to the popularity of QR code technology in our country. There are many applications in the market with the function of scanning QR code, however, some QR codes can only be parsed by the specified application software. For instance, it can not work when using Alipay scanning QR code which configured by WeChat payment certificate Web program. The user will not be able to pay for such operations. For a product or service provider, different QR codes need to be created for different applications; for a user, a certain business operation needs to face multiple QR codes to select corresponding software in the device. The integration of QR code technology has become a key breakthrough point to improve the competitiveness of enterprises.
Hsieh, Rex, Higashida, Marika, Mochizuki, Yuya, Asano, Takaya, Shirai, Akihiko, Sato, Hisashi.  2018.  MasQueRade: Onsite QR Code Based VR Experience Evaluation System Using Sanitary Mask. Proceedings of the Virtual Reality International Conference - Laval Virtual. :25:1–25:3.
The number of Virtual Reality applications has increased tremendously in the recent years to the point where every single digital entertainment company is investing heavily in VR systems. This increase in VR products demands the improvement in the evaluation of VR experience since current evaluations require an attendee per survey taker and can only move onto the next survey taker after the current survey is done. Traditional evaluations also require many evaluation machines if done digitally, costing survey takers unnecessary expenses. "MasQueRade" is a QR code based instant user feedback online system. This system allows users to scan the QR code on their VR sanitary masks and access an online evaluation system on their own mobile phones. This enables users to conduct the evaluation on their own free time and decreases the expenses surveyors have to spend on machines, therefore greatly decreases the manpower and time required to conduct the evaluations. While this approach to solving the issue of obtaining user feedback may sound elementary, the amount of efforts and resources "MasQueRade" saves by transferring the evaluation from a paper or digital form into an online database gives near infinite possibilities in the future of gathering feedback and evaluation. This paper seeks to explain the functions of "MasQueRade" and the results the team obtains during Anime Expo 2017 and propose a real-time live user VR commentary system drawing inputs form the attendees.
Hunag, C., Yang, C., Weng, C., Chen, Y., Wang, S..  2019.  Secure Protocol for Identity-based Provable Data Possession in Cloud Storage. 2019 IEEE 4th International Conference on Computer and Communication Systems (ICCCS). :327–331.
Remote data possession is becoming an increasingly important issue in cloud storage. It enables users to verify if their outsourced data have remained intact while in cloud storage. The existing remote data audit (RDA) protocols were designed with the public key infrastructure (PKI) system. However, this incurs considerable costs when users need to frequently access data from the cloud service provider with PKI. This study proposes a protocol, called identity-based RDA (ID-RDA) that addresses this problem without the need for users’ certificates. This study outperforms existing RDA protocols in computation and communication.
Aydin, Y., Ozkaynak, F..  2019.  A Provable Secure Image Encryption Schema Based on Fractional Order Chaotic Systems. 2019 23rd International Conference Electronics. :1–5.
In the literature, many chaotic systems have been used in the design of image encryption algorithms. In this study, an application of fractional order chaotic systems is investigated. The aim of the study is to improve the disadvantageous aspects of existing methods based on discrete and continuous time chaotic systems by utilizing the features of fractional order chaotic systems. The most important advantage of the study compared to the literature is that the proposed encryption algorithm is designed with a provable security approach. Analyses results have been shown that the proposed method can be used successfully in many information security applications.
2019-09-11
Duncan, A., Jiang, L., Swany, M..  2018.  Repurposing SoC Analog Circuitry for Additional COTS Hardware Security. 2018 IEEE International Symposium on Hardware Oriented Security and Trust (HOST). :201–204.

This paper introduces a new methodology to generate additional hardware security in commercial off-the-shelf (COTS) system-on-a-chip (SoC) integrated circuits (ICs) that have already been fabricated and packaged. On-chip analog hardware blocks such as analog to digital converters (ADCs), digital to analog converters (DACs) and comparators residing within an SoC are repurposed and connected to one another to generate unique physically unclonable function (PUF) responses. The PUF responses are digitized and processed on-chip to create keys for use in encryption and device authentication activities. Key generation and processing algorithms are presented that minimize the effects of voltage and temperature fluctuations to maximize the repeatability of a key within a device. Experimental results utilizing multiple on-chip analog blocks inside a common COTS microcontroller show reliable key generation with minimal overhead.

2019-09-09
Rathi, P. S., Rao, C. M..  2018.  An Enhanced Threshold Based Cryptography with Secrete Sharing and Particle Swarm Optimization for Data Sending in MANET. 2018 3rd Asia-Pacific Conference on Intelligent Robot Systems (ACIRS). :87-91.

There are two types of network architectures are presents those are wired network and wireless network. MANETs is one of the examples of wireless network. Each and every network has their own features which make them different from other types of network. Some of the features of MANETs are; infrastructure less network, mobility, dynamic network topology which make it different and more popular from wired network but these features also generate different problems for achieving security due to the absence of centralized authority inside network as well as sending of data due to its mobility features. Achieving security in wired network is little-bit easy compare to MANETs because in wired network user need to just protect main centralized authority for achieving security whereas in MANETs there is no centralized authority available so protecting server in MANETs is difficult compare to wired network. Data sending and receiving process is also easy in wired network but mobility features makes this data sending and receiving process difficult in MANETs. Protecting server or central repository without making use of secrete sharing in wired network will create so many challenges and problem in terms of security. The proposed system makes use of Secrete sharing method to protect server from malicious nodes and `A New particle Swarm Optimization Method for MANETs' (NPSOM) for performing data sending and receiving operation in optimization way. NPSOM technique get equated with the steady particle swarm optimizer (PSO) technique. PSO was essentially designed by Kennedy, Eberhart in 1995. These methods are based upon 4 dissimilar types of parameters. These techniques were encouraged by common performance of animals, some of them are bird assembling and fish tuition, ant colony. The proposed system converts this PSO in the form of MANETs where Particle is nothing but the nodes in the network, Swarm means collection of multiple nodes and Optimization means finding the best and nearer root to reach to destination. Each and every element study about their own previous best solution which they are having with them for the given optimization problem, likewise they see for the groups previous best solution which they got for the same problem and finally they correct its solution depending on these values. This same process gets repeated for finding of the best and optimal solutions value. NPSOM technique, used in proposed system there every element changes its location according to the solution which they got previously and which is poorest as well as their collection's earlier poorest solution for finding best, optimal value. In this proposed system we are concentrating on, sidestepping element's and collections poorest solution which they got before.

2019-09-05
Liu, T., Wen, Y..  2018.  Studied on Application of Double Encryption Algorithm in Covert Channel Transmission. 2018 International Conference on Intelligent Transportation, Big Data Smart City (ICITBS). :210-213.

In the process of mobile intelligent terminal for file transfer, ensure the safety of data transmission is significant. It is necessary to prevent the file from being eavesdropped and tampered during transmission. The method of using double encryption on covert channel is proposed in this paper based on the analysis of encryption algorithms and covert channel, which uses asymmetric encryption algorithm to encrypt the key of symmetric encryption, to form hidden information, and to carry out covert transmission through covert channels to enhance the security of mobile terminal data transmission. By simulating the above scenarios in intelligent mobile terminal, the confidentiality and concealment of important information are realized in the transmission process.

2019-09-04
Maltitz, M. von, Smarzly, S., Kinkelin, H., Carle, G..  2018.  A management framework for secure multiparty computation in dynamic environments. NOMS 2018 - 2018 IEEE/IFIP Network Operations and Management Symposium. :1–7.
Secure multiparty computation (SMC) is a promising technology for privacy-preserving collaborative computation. In the last years several feasibility studies have shown its practical applicability in different fields. However, it is recognized that administration, and management overhead of SMC solutions are still a problem. A vital next step is the incorporation of SMC in the emerging fields of the Internet of Things and (smart) dynamic environments. In these settings, the properties of these contexts make utilization of SMC even more challenging since some vital premises for its application regarding environmental stability and preliminary configuration are not initially fulfilled. We bridge this gap by providing FlexSMC, a management and orchestration framework for SMC which supports the discovery of nodes, supports a trust establishment between them and realizes robustness of SMC session by handling nodes failures and communication interruptions. The practical evaluation of FlexSMC shows that it enables the application of SMC in dynamic environments with reasonable performance penalties and computation durations allowing soft real-time and interactive use cases.
2019-08-26
Bhusari, A. A., Jawandhiya, P. M., Thakare, V. M..  2018.  Optimizing Performance of Anonymity Based Secure Routing Protocol Utilizing Cross Layer Design for Mobile Adhoc Networks. 2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA). :1-6.

Cross layer based approaches are increasingly becoming popular in Manet (Mobile Adhoc Network). As Manet are constrained with issues as low battery, limited bandwidth, link breakage and dynamic topology, cross layer based designs are trying to remove such barriers and trying to make Manet more scalable. Cross layer designs are also facing attacking problem and ensuring the security of network to defend the attack is must. In this paper we discuss about technique to optimize the performance by minimizing delay and overhead of secure cross layer routing protocol. We have designed SCLPC (Secure cross layer based Power control) protocol. But when security is imposed using AASR (Authenticated and anonymous secure routing), the network metrics as end to end delay and control overhead is disturbed. To optimize the network performance here we proposed OSCLPC (Optimized secure cross layer based power control protocol). The proposed OSCLPC has been evaluated using SHORT (Self healing and optimizing route technique). The OSCLPC is simulated in ns2 and it is giving the better performance compared with SCLPC.

Chakraborty, Saurav, Thomas, Drew, DeHart, Joanathan, Saralaya, Kishan, Tadepalli, Prabhakar, Narendra, Siva G..  2018.  Solving Internet's Weak Link for Blockchain and IoT Applications. Proceedings of the 1st ACM/EIGSCC Symposium on Smart Cities and Communities. :6:1–6:5.
Blockchain normalizes applications that run on the internet through the standardization of decentralized data structure, computational requirements and trust in transactions. This new standard has now spawned hundreds of legitimate internet applications in addition to the cryptocurrency revolution. This next frontier that standardizes internet applications will dramatically increase productivity to levels never seen before, especially when applied to Internet of Things (IoT) applications. The blockchain framework relies on cryptographic private keys to sign digital data as its foundational principle. Without the security of private keys to sign data blocks, there can be no trust in blockchain. Central storage of these keys for managing IoT machines and users, while convenient to implement, will be highly detrimental to the assumed safety and security of this next frontier. In this paper, we will introduce decentralized and device agnostic cryptographic signing solutions suitable for securing users and machines in blockchain and IoT applications.
2019-08-12
Nevriyanto, A., Sutarno, S., Siswanti, S. D., Erwin, E..  2018.  Image Steganography Using Combine of Discrete Wavelet Transform and Singular Value Decomposition for More Robustness and Higher Peak Signal Noise Ratio. 2018 International Conference on Electrical Engineering and Computer Science (ICECOS). :147-152.

This paper presents an image technique Discrete Wavelet Transform and Singular Value Decomposition for image steganography. We are using a text file and convert into an image as watermark and embed watermarks into the cover image. We evaluate performance and compare this method with other methods like Least Significant Bit, Discrete Cosine Transform, and Discrete Wavelet Transform using Peak Signal Noise Ratio and Mean Squared Error. The result of this experiment showed that combine of Discrete Wavelet Transform and Singular Value Decomposition performance is better than the Least Significant Bit, Discrete Cosine Transform, and Discrete Wavelet Transform. The result of Peak Signal Noise Ratio obtained from Discrete Wavelet Transform and Singular Value Decomposition method is 57.0519 and 56.9520 while the result of Mean Squared Error is 0.1282 and 0.1311. Future work for this research is to add the encryption method on the data to be entered so that if there is an attack then the encryption method can secure the data becomes more secure.

2019-08-05
Chavan, N. S., Sharma, D..  2018.  Secure Proof of Retrievability System in Cloud for Data Integrity. 2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA). :1-5.

Due to expansion of Internet and huge dataset, many organizations started to use cloud. Cloud Computing moves the application software and databases to the centralized large data centers, where the management of the data and services may not be fully trustworthy. Due to this cloud faces many threats. In this work, we study the problem of ensuring the integrity of data storage in Cloud Computing. To reduce the computational cost at user side during the integrity verification of their data, the notion of public verifiability has been proposed. Our approach is to create a new entity names Cloud Service Controller (CSC) which will help us to reduce the trust on the Third Party Auditor (TPA). We have strengthened the security model by using AES Encryption with SHA-S12 & tag generation. In this paper we get a brief introduction about the file upload phase, integrity of the file & Proof of Retrievability of the file.

Hiremath, S., Kunte, S. R..  2018.  Ensuring Cloud Data Security Using Public Auditing with Privacy Preserving. 2018 3rd International Conference on Communication and Electronics Systems (ICCES). :1100-1104.

The Cloud computing in simple terms is storing and accessing data through internet. The data stored in the cloud is managed by cloud service providers. Storing data in cloud saves users time and memory. But once user stores data in cloud, he loses the control over his data. Hence there must be some security issues to be handled to keep users data safely in the cloud. In this work, we projected a secure auditing system using Third Party Auditor (TPA). We used Advanced Encryption Standard (AES) algorithm for encrypting user's data and Secure Hash Algorithm (SHA-2) to compute message digest. The system is executed in Amazon EC2 cloud by creating windows server instance. The results obtained demonstrates that our proposed work is safe and takes a firm time to audit the files.

Lei, S., Zewu, W., Kun, Z., Ruichen, S., Shuai, L..  2018.  Research and design of cryptography cloud framework. 2018 IEEE 3rd International Conference on Cloud Computing and Big Data Analysis (ICCCBDA). :147–154.

Since the application mode of cryptography technology currently has different types in the cloud environment, a novel cryptography cloud framework was proposed, due to the non-expandability of cryptography resources. Through researching on the application models of the current encryption technology, the cryptography service demand under the cloud environment and the virtual structure of the cloud cryptography machine, this paper designed the framework of the cryptography cloud framework that provides cryptography services with the cloud computing mode. the design idea of the framework is expounded from two aspects include the function of modules and service flow of cryptography cloud, which resulted in the improvement of the flexibility of the application of cryptography technology in the cloud environment. Through the analysis of system function and management mode, it illustrated the availability and security of cryptography cloud framework. It was proved that cryptography cloud has the characteristics of high-availability in the implementation and experiment, and it can satisfy cryptography service demand in the cloud environment.

Aigner, Alexander.  2018.  FALKE-MC: A Neural Network Based Approach to Locate Cryptographic Functions in Machine Code. Proceedings of the 13th International Conference on Availability, Reliability and Security. :2:1–2:8.
The localization and classification of cryptographic functions in binary files is a growing challenge in information security, not least because of the increasing use of such functions in malware. Nevertheless, it is still a time consuming and laborious task. Some of the most commonly used techniques are based on dynamic methods, signatures or manual reverse engineering. In this paper we present FALKE-MC, a novel framework that creates classifiers for arbitrary cryptographic algorithms from sample binaries. It processes multiple file formats and architectures and is easily expandable due to its modular design. Functions are automatically detected and features as well as constants are extracted. They are used to train a neural network, which can then be applied to classify functions in unknown binary files. The framework is fully automated, from the input of binary files and the creation of a classifier through to the output of classification results. In addition to that, it can deal with class imbalance between cryptographic and non-cryptographic samples during training. Our evaluation shows that this approach offers a high detection rate in combination with a low false positive rate. We are confident that FALKE-MC can accelerate the localization and classification of cryptographic functions in practice.