SenCAPTCHA: A Mobile-First CAPTCHA Using Orientation Sensors
Yunhe Feng, Qing Cao, Hairong Qi, Scott Ruoti
Abstract
CAPTCHAs are used to distinguish between human-and computer-generated (i.e., bot) online traffic. As there is an ever-increasing amount of online traffic from mobile devices, it is necessary to design CAPTCHAs that work well on mobile devices. In this paper, we present SenCAPTCHA, a mobile-first CAPTCHA that leverages the device's orientation sensors. SenCAPTCHA works by showing users an image of an animal and asking them to tilt their device to guide a red ball into the center of that animal's eye. SenCAPTCHA is especially useful for devices with small screen sizes (e.g., smartphones, smartwatches). In this paper, we describe the design of SenCAPTCHA and demonstrate that it is resilient to various machine learning based attacks. We also report on two usability studies of SenCAPTCHA involving a total of 472 participants; our results show that SenCAPTCHA is viewed as an "enjoyable" CAPTCHA and that it is preferred by over half of the participants to other existing CAPTCHA systems.
CCS Concepts: • Security and privacy → Usability in security and privacy; Authentication; • Humancentered computing → Interaction design process and methods; User interface design.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers1
Ask how each one uses itRelated papers
- Spatial CAPTCHA: Generatively Benchmarking Spatial Reasoning for Human-Machine DifferentiationArina Kharlamova, Bowei He, Chen Ma, Xue LiuICLR 2026 · 3 citations
- rtCaptcha: A Real-Time CAPTCHA Based Liveness Detection SystemErkam Uzun, Simon Pak Ho Chung, Irfan Essa, Wenke LeeNDSS 2018 · 60 citations
- IllusionCAPTCHA: A CAPTCHA based on Visual IllusionZiqi Ding, Gelei Deng, Yi Liu, Junchen Ding et al.WWW 2025 · 15 citations
- ShouldAR: Detecting Shoulder Surfing Attacks Using Multimodal Eye Tracking and Augmented RealityMatthew L. Corbett, Brendan David-John, Jiacheng Shang, Bo JiUbiComp 2024 · 11 citations
- Yet Another Text Captcha Solver: A Generative Adversarial Network Based ApproachGuixin Ye, Zhanyong Tang, Dingyi Fang, Zhanxing Zhu et al.CCS 2018 · 138 citations
