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Liveness Detection (Anti-Spoofing) Technology

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Liveness Detection (Anti-Spoofing) Technology

last updated:Sep 28, 2026

Swallow Incubate Co., Ltd.
Swallow Incubate Co., Ltd.
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Eliminate photo-based hacking of facial recognition. Liveness Detection (Anti-Spoofing) Technology determines whether the face in front of the camera is a real person or a spoof.

Built on technology jointly patented with Panasonic, our Liveness Detection (Anti-Spoofing) Technology is a biometric security core technology that prevents spoofing and hacking in systems such as facial recognition and eKYC (online identity verification). It works with visible-light cameras such as USB webcams and built-in PC cameras, and delivers high-accuracy determination using deep learning. It prevents spoofing through "Fake Face Detection," which can determine liveness from a single frame, and "Action Detection," which uses time-series data to detect specified actions such as blinking and changes in face orientation. By compressing the learning model, we achieve a processing speed of approximately 100 ms per frame even on CPU alone (measured on our Windows machine with an 8th-generation Core i7 CPU). We offer both an SDK and applications. The applications support CSV output and recording as standard, so they can be used beyond real-time verification. Two versions are available: a camera-input version and a file-input version.

    Image Processing SoftwareImage analysis softwareSoftware (middle, driver, security, etc.)
生体判定OGP.png

Liveness Detection (Anti-Spoofing) Technology

生体判定OGP.png
生体判定OGP.png
  • Related Link - https://bio-check.pas-ta.io/?utm_source=ipros_mono…

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◆ Four Features of the Liveness Detection (Anti-Spoofing) Technology 1. [Fake Face Detection] Detects smartphone-based spoofing Using deep learning, it detects spoofing attacks that present facial images on photographs, printed media, or smartphone screens. 2. [Action Detection] Prevents spoofing by prompting users for random actions Based on time-series data from camera input, it instructs the user to perform specified actions and determines liveness by detecting whether those actions were performed. 3. Camera-agnostic — works even with a smartphone camera This Liveness Detection technology is largely camera-agnostic and can be deployed using a wide range of commercially available cameras, including smartphone cameras and USB webcams. 4. Optimized for Edge AI — high-speed processing on CPU alone Through model optimization and compression, the system delivers high-speed inference even without GPU acceleration. On a modern Intel Core i5/i7 processor, it processes at approximately 100 ms per frame. (Processing speed may vary depending on the device.)

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Usage: ◆ Liveness detection for facial recognition ◆ Anti-spoofing at photo capture during eKYC Others

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Liveness Detection (Anti-Spoofing) Technology Brochure | SDK/API to Add to Facial Recognition

Liveness Detection (Anti-Spoofing) Technology Brochure | SDK/API to Add to Facial Recognition

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Announcement of Participation in the 96th Tsukuba Research Seed/Venture Technology Presentation Conference (12/11) - AI for Face Spoofing Detection and Blink Detection

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Swallow Incubate Co., Ltd. will participate in the "96th Tsukuba Research Seed/Venture Technology Presentation" (Theme: Cutting-edge Measurement Technology - Seeing) hosted by the Tsukuba Research Support Center and Tsukuba University on December 11, 2026 (Friday). Our representative, Toshikazu Ohno, will present on the topic "Protecting and Measuring with the Eyes - AI for Face Impersonation Detection and Blink Detection," introducing the mechanisms of two technologies that read the state of the face and eyes from camera footage, as well as how to incorporate them into products and services. ■ Event Overview - Date and Time: December 11, 2026 (Friday) 14:00 - 16:00 - Venue: Tsukuba Research Support Center Training Room A / Online (Zoom Webinar) - Participation Fee: Free - Organized by: Tsukuba Research Support Center / Tsukuba University There will be time for business card exchanges at the venue, and online participants can also apply for individual meetings at a later date. Please refer to the news release in the related links for application details.

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We have started selling a set of "Impersonation Detection SDK + Facial Recognition SDK" (for identity verification and biometric detection using the same camera footage).

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The facial recognition system requires both facial recognition to verify "whether it matches the registered individual" and spoof detection to confirm "whether the person in front of the camera is a real human and not a photo or screen." We are pleased to announce that our company has started offering a facial recognition SDK as an add-on to the "spoof detection SDK" used in major medical institutions and in access control and attendance management settings. ■ What you can do with the set - By simply passing the same camera feed to both SDKs, you can integrate both identity verification and biometric detection. - In our validation, we were able to detect all facial photos and smartphone screens that would pass through facial recognition alone when combined with spoof detection. - Facial verification accuracy: 99.37% (public benchmark LFW, in-house evaluation) - Compatible with Windows / Linux / iOS / Android We offer a one-month free trial version. For more details, please see the news release in the related links.

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"Impersonation Detection SDK ver.2.4.0" now available - Updated fake detection model to enhance generalization performance against unknown shooting environments and attack patterns.

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Swallow Incubate Co., Ltd. has started providing the latest version of its "Impersonation Detection SDK" ver. 2.4.0, which detects "impersonation" using photos, smartphone screens, and printed materials during face recognition and identity verification, starting September 29, 2026. In this version, the core fake detection models (for landscape and portrait images) have been updated to enhance generalization performance, allowing for stable detection against unknown shooting environments and attack patterns. Evaluation based on approximately 1 million frames of in-house verification data has confirmed a detection accuracy of 99.9% (in-house evaluation). The "Impersonation Detection API" (available on AWS Marketplace) has also been updated to ver. 2.4.0, with no changes to the pricing plan. A trial version of the SDK (for Windows / Linux / iOS / Android) is available for free for one month.

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We have released a series of 10 technical explanations on face recognition impersonation detection (liveness detection) (with implementation code and actual measurement values, available for free).

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Swallow Incubate Co., Ltd. has published a series of 10 technical articles on the determination of impersonation (liveness detection) in facial recognition systems, accompanied by implementation code and actual measurement values, on the "Swallow Incubate Technical Blog." All articles are available for free. Facial recognition is a technology that determines "who someone is," but it does not assess "whether that face is alive." When a standard facial recognition system is implemented using OpenCV, presenting a printed photo of the person allows them to pass as the actual individual. This series is structured into four parts for those responsible for the design, implementation, and procurement of facial recognition systems: 1. Facial recognition alone cannot prevent impersonation (actual measurements of implementation and photo-based bypass). 2. Types of attacks and how to interpret accuracy (differences between FAR/FRR and APCER/BPCER; limitations of three simple liveness detection methods). 3. Actual measurement information necessary for implementation consideration (design for on-premises, closed networks, and embedded systems; face detection at 13.5 fps on Raspberry Pi 5; SDK integration in 23 lines of C++/22 lines of C#; retrofitting to existing systems). 4. A checklist of 12 design items. Reproduction procedures for attacks are not included. For details, please refer to the related links.

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Swallow Incubate Co., Ltd.

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We research, develop, and provide core technologies for human sensing, built on deep-learning-based image processing. ◆ Liveness Detection (Anti-Spoofing) Technology This technology combines "Fake Face Detection," which determines whether a face presented on a photograph or a smartphone screen is a spoof or a real person, and "Action Detection," which determines whether the user performs the instructed action, to prevent spoofing. https://bio-check.pas-ta.io/ ◆ Eye Detection / Blink Detection Technology This highly versatile core technology measures "blinks," "eye feature points," and "viewing distance (the distance from the camera to the eye)" using a webcam or a PC's built-in camera. https://pupil.pas-ta.io/ ◆ Gaze Detection Technology This technology analyzes camera input or video files to detect a person's "gaze direction" and "face orientation." https://eyetrack.pas-ta.io/ ◆ Iris Recognition Technology This recognition technology uses the unique pattern of the "iris" in a person's eye, which is not duplicated between individuals. It is currently provided only to partners engaged in the joint development of iris capture cameras. https://iris.pas-ta.io/

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