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Smart Inject Mark 2
Smart Inject Mark 2
협업 로봇과 AI 카메라를 활용한 자동 미정맥 투여장치
동시에 8마리 실험동물에게 투여 가능

AI Camera
Robot Arm
Animal Restraint Device
Injector
Animal Restraint Device
Method of Use
Method of Use


호흡 마취된
Rat/Mouse 고정
인공지능 카메라 촬영
(비전 머신 러닝 알고리즘 적용)
미정맥 위치 정의 & 로봇팔 연동

니들 감지 및 미세 조정
미정맥 투여
회전판 동작 후 순차적으로 동물들에 투여
(로봇암 최대 4개까지 추가가능)

1 Robot arm

4 Robot arms
With the option to add up to 4 additional robot arms
Innovative Features

Simultaneous Multi-Animal Administration
Smart Inject Mark 2 can administer drugs to up to 8 laboratory animals simultaneously, drastically increasing experimental efficiency and allowing researchers to collect more data in less time.
Smart Inject Mark 2 can administer drugs to up to 8 laboratory animals simultaneously, drastically increasing experimental efficiency and allowing researchers to collect more data in less time.
Advanced Needle Positioning System
By replacing traditional pressure sensors, Smart Inject Mark 2 integrates advanced technologies such as non-contact flow sensors, ultrasonic sensors, accelerometers, and image processing to detect needle positioning externally. This system eliminates contamination risks during drug loading and significantly improves drug administration accuracy, achieving a success rate of over 90%.

Figure 1. Performance vs. model efficiency on ADE20K. Adapted from "SegFormer: Simple and Efficient Design for Semantic
Segmentation with Transformers," by X. Liu et al., 2021, *arXiv preprint*. Retrieved from https://arxiv.org/abs/2105.15203
Fusion of AI and Robotics
Smart Inject Mark 2 combines AI-driven vein detection with 6-axis robotic arm control, maximizing precision in drug administration. The system uses the Vision Transformer-based SegFormer model to enhance the identification of veins and needle placement, achieving a target accuracy (mIoU) of over 0.9 and real-time processing at 30 FPS, reducing experimental failure rates and improving data reliability.
Animal Restraint Device

Tail Restrainer
Anesthesia-Free Application
Smart Inject Mark 2 enables precise drug delivery without anesthesia, making it suitable for studies where anesthesia is not recommended, such as immune response research, metabolic studies, and behavioral experiments, thus reducing
Experiment
Pre-injection
Start injection
Post-injection
(성공)

(실패)

(A)
Tail intravenous (I.v) injection of 8% Evans blue by automated administrator.
(A) Injection process images of success injection and failure injection.
White arrows indicate the Evans blue flowing the vein in success injection.
Pre-injection
Post-injection
Pre-injection
Post-injection

(B)
(B) Representative images of SD-
rats that received I.v injection, sho
wing blue coloration of their eyes,
ears, nose, and paws only following success injection.
(Success)
(Failure)
(C)
(C) Pre- and post-injection images of success and failure case.
Product Competitiveness
Administration accuracy achieved more than 90% or higher

Enhancement in the accuracy
of tail vein positioning
Machine learning-based
image processing
Application of algorithm
Improved administration accuracy
Vein identification for AI
3D-scan library of
experiment animal
In-house development of 3D animal
immobilizing apparatus
by establishing an animal library
Diversification of
administration routes
Implementation of multi-angle,
multi-route administration solution
using a 6-axis robotic arm
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