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We would like to introduce a case where we conducted a simple verification of outdoor drainage treatment at the request of a pharmaceutical manufacturer. Monitoring outdoors can be challenging due to factors such as the presence of power sources and changes in visibility depending on day or night. This time, the inspection was based on the images provided. By using the "Presence of Specified Color Inspection" feature of EasyInspector, we were able to make judgments in two inspection areas. We register the unacceptable colors in advance. If a registered unacceptable color is detected, it is set to fail. Our company offers a "Simple Evaluation Service" provided by technical staff free of charge. Additionally, we offer demo units for free rental, allowing you to experience the inspection software firsthand. 【Software Used】 ■EasyInspector (formerly EasyInspector) The current 'EasyInspector2' color package [Presence of Specified Color] can be inspected with 'EasyMonitoring2'. *For more details, please refer to the related links or feel free to contact us.
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We would like to introduce a case that was inquired about by an industrial equipment system manufacturer with whom we have previously done business. When the red light is on, it triggers an alert; the panel meter sends an alert at 10% below the set value, and the analog meter has a system that triggers alerts based on their respective settings. They were considering a setup where a camera is connected via wired LAN to a computer, which in turn is connected to a Patlite to sound an alarm. By using the "Meter Reading" function of EasyInspector, we were able to make determinations at two locations in 0.35 seconds. 【Software Used】 ■EasyInspector The current 'EasyInspector2' control panel and ControlPanel package [Meter Display Reading] can be inspected with 'EasyMonitoring2'. *For more details, please refer to the related links or feel free to contact us.
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We would like to introduce a case of a simple inspection of sample parts received from specialized manufacturers of automotive components. The inspection was conducted using DeepSky's inspection capabilities. We were able to detect visible scratches. However, there are some scratches that were not detected, so it seems necessary to improve the lighting conditions to make them visible. On our website, we are preparing a free trial of DeepSky, which is designed for image processing in factory automation from a practical perspective, and we look forward to your visit. [Software Used] ■DeepSky *For more details, please refer to the related links or feel free to contact us.
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We received two samples of metal coatings for truck and automotive parts from a customer engaged in low-volume, high-variety production. They were experiencing issues with shipping different products due to multiple part numbers flowing through the same line. Here, we present a case study on how we conducted verification to distinguish between the two samples. Using DeepSky's inspection capabilities, we were able to make determinations. DeepSky is designed solely for inspection functions, and by integrating it with PLCs and socket communication, it can be applied to various inspections. We have made commands available for input and output, allowing customers to create their own software for free. Additionally, we can also undertake software development, but this will be a paid service. 【Software and Equipment Used (Excerpt)】 ■ Software Used: DeepSky ■ Field of View: Approximately 447×335mm ■ Minimum Size of Inspection Target: 5mm ■ Number of Inspection Points: 1 ■ Camera Resolution: 1.3 Megapixels *For more details, please refer to the related links or feel free to contact us.
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There are three main categories of inquiries we receive regarding non-woven fabric inspections. - Inspection in a roll-to-roll state - Inspection of non-woven fabric with printed patterns - Inspection of non-woven fabric processed into products like masks The systems used vary depending on each state. For example, inspections in a roll-to-roll state often utilize EasyInspector, while detecting foreign substances on products with printed patterns or processed into masks is a specialty of DeepSky. Processed products have irregularities and overlaps, which can lead to frequent false detections with standard binarization methods. However, deep learning can learn and detect features such as insects, hair, and debris, making it largely unaffected by the variations in product patterns and processing. Here, we will introduce detections made by DeepSky. - Foreign substances such as hair and debris (Images 1 and 2) - Defects such as wrinkles and tears (Images 3 and 4) In roll-to-roll inspections, a method that continuously monitors with a fixed camera while the product is moving is suitable. However, in cases like the masks that have been processed into individual products, considering automatic discharge, the following system can be utilized.
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We would like to introduce a case study on AI image inspection related to metal etching and circuit pattern printing. DeepSky can classify and detect defects. It can also provide the number and coordinates of each defect. In actual operations, DeepSky is used to perform continuous inspections as an aid to visual inspection, while also allowing for manual slow movement for visual checks or complete automation using an X-Y stage. 【Software and Equipment (Excerpt)】 ■ Software Used: DeepSky (Learning Version) ■ Field of View: 30×20 to 60×40 mm ■ Minimum Size of Inspection Target: 0.2 mm ■ Number of Inspection Points: Entire screen (assuming detection of approximately 1 to 100 defects) ■ Camera Resolution: 1.3 million pixels *For more details, please refer to the related links or feel free to contact us.
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This is a request from a manufacturer that produces plastic molded products. They have a cap with a diameter of approximately 30mm and a height of about 8mm, but sometimes black spots (approximately 0.2mm in diameter) appear on the flat top. They would like to conduct an appearance inspection of this cap and inquired whether it is possible to detect these black spots through their website. We conducted verification using the inspection software "DeepSky" (which utilizes AI and deep learning) and "EasyInspector" (a traditional rule-based inspection software). In this case, it can be said that verifying with 'DeepSky' is smoother. This software can be easily operated in a manner similar to operating Windows software, which leads to many direct inquiries from end-users who are introducing image inspection for the first time. [Software Used] ■DeepSky ■EasyInspector (formerly EasyInspector) *For more details, please refer to the PDF document or feel free to contact us.
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We would like to introduce a case of AI image inspection at a ground improvement manufacturer in the construction industry that has been using our inspection software EI310 (formerly EasyInspector) for some time. By using the "Dimension Angle Inspection" feature of EasyInspector, we were able to make judgments at five locations. Additionally, when inspecting all images (OK/NG), we were able to determine that the curved parts were classified as NG. By installing multiple inspection frames in a vertical orientation, we have set it up to identify which areas are curved (whether the width is outside the threshold). 【Software Used】 ■ EasyInspector310 (formerly EasyInspector) The current 'EasyInspector2' MeaSure package can perform inspections with [Position/Width Measurement] and [Angle Measurement]. *For more details, please refer to the related links or feel free to contact us.
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We would like to introduce a case study of a simple verification of metal painted products for defects and liquid drips. Verification was conducted using DeepSky's inspection function, and detection was possible. As shown in the image, detection is taking place. The numbers represent the AI's confidence percentage, referred to as the number of recognition points. In DeepSky, you can set it to detect only those with a high number of recognition points as defects, or you can set it to display all items with a low number (anything that the AI perceives as somewhat similar to the defects it has learned). 【Software Used】 ■DeepSky *For more details, please refer to the related links or feel free to contact us.
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We would like to introduce a case where the overflow and presence or absence of bubbles in a tank storing a chicken egg solution were detected in advance. By using the "Presence or Absence Inspection of Specified Color" feature of EasyInspector, it was possible to conduct an inspection at one location. When the liquid is not foaming, a pass indication is displayed with a blue frame as shown in the left image. In the right image, the detected pixels indicating foaming are shown in light blue, and the red frame indicates a failure. 【Software Used】 ■EasyInspector (formerly EasyInspector) The current 'EasyInspector2' color package can perform inspections with the "Presence or Absence of Specified Color." *For more details, please refer to the related links or feel free to contact us.
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The manufacturer of specialized processing jigs for building materials that we are inquiring about this time is a company that has requested numerous verifications from us, specifically to detect defects such as dirt and scratches on their equipment. We conducted the verification using the inspection function of "DeepSky." This time, we were able to successfully distinguish the scratches, dirt, and black spots. The software allows for easy collection of image data, learning, and judgment using just one PC, and we offer a web trial service that allows for convenient testing of detection performance, as well as videos showcasing numerous detection examples. Even for inspection cases that you may have previously given up on, we encourage you to check our website. [Software Used] ■DeepSky *For more details, please refer to the PDF materials or feel free to contact us.
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We conducted a simple verification to detect "price tags" and "half-price stickers" on the packaging of daily necessities sold by a pharmaceutical company, and we received sample images for this purpose. Upon verifying the provided images, we found that it was possible to detect "half-price stickers" and "price tags" using the inspection function of 'DeepSky'. We conducted the verification by dividing the images into 13 labeled images and 26 unlabeled images. Since we are able to detect the stickers themselves, we can set up a counting configuration such that if even one "half-price sticker" is found, it will be marked as NG (not good), allowing us to determine pass or fail. 【Software Used】 ■DeepSky *For more details, please refer to the PDF document or feel free to contact us.
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The surveying equipment manufacturer who requested this verification is also a customer we have been dealing with for some time. Our company serves various industrial machinery and control equipment manufacturers in Hamamatsu City, Shizuoka Prefecture, which is active in the manufacturing of automotive parts. We have a track record of providing and supporting over 1,000 cases, and we believe that our easy-to-integrate inspection software, sold as a one-time purchase, has led to repeat business. As a result of training specifically on wall cracks, it seems difficult to completely eliminate false detections through training alone. When a target object (in this case, cracks) is found within a specific area, it is possible to decide whether or not to include it in the count through settings. However, in this case, positional deviations of the workpiece cannot be tolerated in processing, so if the workpiece is assumed to be misaligned, it may be quicker to blur the surroundings. [Software Used] ■DeepSky *For more details, please refer to the PDF document or feel free to contact us.
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We received an inquiry from an industrial control equipment manufacturer who wanted to confirm various inspection details. Initially, we decided to conduct a simple verification by sending sample images. Our software, called "DeepSky," detects objects with similar features by enclosing the target object in a rectangle and performing learning. In this case, we specified areas where "weld" and "color mixing" appear for the learning process. Regarding the weld, there are likely "acceptable welds" and "non-acceptable welds" in reality, but distinguishing between them is difficult, so the inspection will focus on whether a weld is present or not. Based on the verification feedback for these two items, I feel there is a high possibility of being able to conduct inspections. [Software Used] ■DeepSky *For more details, please refer to the PDF document or feel free to contact us.
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The demand for inspection automation due to labor shortages has been increasing year by year, and amidst this, AI-based inspection systems have also diversified. With the theme of "easy operation for on-site users," we released an all-in-one and simple-to-operate AI image inspection software in 2020, and we have steadily increased our implementation achievements. By circling the items you want to find (OK/NG) with a mouse and clicking the "Learn" button, the inspection machine grows to enable easy pass/fail judgment. For object recognition, we use transfer learning and high-accuracy models, allowing for higher precision inspections by teaching the system to recognize NG items and the objects you want to find. Using the inspection function of 'DeepSky,' we labeled (named) correctly inserted terminals as "Normal" and terminals with insertion errors as "Abnormal," enabling accurate identification. In actual inspections, we set it up so that if even one "Abnormal" is found, it results in a NG. (Settings can be freely adjusted, such as determining what constitutes OK/NG based on the number of items found.) [Software Used] ■DeepSky *For more details, please refer to the PDF materials or feel free to contact us.
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There have been verification requests from manufacturers of automotive catalysts, focusing on automotive catalysts for passenger vehicles, diesel vehicle catalysts, and motorcycle catalysts. In Hamamatsu City, Shizuoka Prefecture, where the manufacturing industry, including automotive parts, is thriving, we serve various industrial machinery and control equipment manufacturers as clients, with a track record of providing support for over 1,000 cases. We are developing inspection software that is easy to integrate and sold as a complete package. This time, the determination of clogging was performed using 'DeepSky.' By pre-training it on the "black clumps" indicative of clogging, we can detect areas within the screen that appear to be clogged. The image inspection software 'DeepSky,' which utilizes deep learning, is an all-in-one and simple-to-operate AI image inspection software themed around "easy operation for field users," and it is steadily increasing its implementation record. [Software Used] ■DeepSky *For more details, please refer to the PDF document or feel free to contact us.
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This is a verification request from manufacturers of automotive catalysts, focusing on automotive catalysts for passenger cars, diesel vehicles, and motorcycles. The deep learning image inspection software 'DeepSky' allows for easy collection, learning, and judgment of image data using a single PC. In this instance, the shape discrimination was performed using 'DeepSky'. This software is trained in advance to distinguish between a "set of rectangles" and a "set of hexagons" across the entire screen. It utilizes AI (Deep Learning), and the results of the verification showed that it is possible to detect and discriminate between rectangular and hexagonal shapes. Even for inspection cases that you may have previously given up on, please feel free to consult with us. [Software Used] ■DeepSky *For more details, please refer to the PDF document or feel free to contact us.
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We would like to introduce Inaba Electric Industry's "Choco Stop Watcher mini" within the context of dashcam-like cameras. If an abnormality occurs that can be detected by the device's sensors, it can simply be input as a contact signal to the "Choco Stop Watcher mini" to record video. However, when the abnormality is due to "dirt" or "angle misalignment," it is often difficult for the sensors to detect the issue. Therefore, this time we tried to "detect abnormalities using image processing." When an object is placed at an incorrect angle, it is detected as an abnormality through image processing, and recorded by the "Choco Stop Watcher mini." For more details, please check the related links below. 【Set Examples】 ■ Image Processing Unit + Choco Stop Watcher mini ■ Multiple Choco Stop Watcher minis connected to a single PC *For more details, please refer to the PDF document or feel free to contact us.
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This time, we are inspecting the top surface and the entire circumference of the cap using only one camera (without using multiple cameras). We will introduce a case where the friction force is utilized to rotate the cap. When the AI image inspection software DeepSky detects a defect, an NG signal is output from the Intelligent I/O, and by connecting an electromagnetic valve to the NG output, the valve opens when a defect is detected. At this time, air from the air compressor flows to the pusher, causing the pusher to extend forward and automatically discharge the defective product. For more details, please check the related links below. 【Tools and Equipment (Excerpt)】 ■PC: Mouse Computer/G-Tune, Core i9, 16GB RAM, RTX 2070 SUPER ■Image Processing Software: Sky Logic/DeepSky DS100K ■IO Unit: Sky Logic/EI-ITIO-T01 ■1.3 Megapixel Camera: Daheng/MER-133-54u3c ■12mm Lens: M1214-MP2 *For more details, please refer to the PDF document or feel free to contact us.
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I believe there are many instances where people visually check for insects or hair on food flowing on a conveyor. Here, I would like to introduce a system that incorporates AI vision to more reliably detect foreign objects. By controlling the ON/OFF of a 100V power supply with a relay, the conveyor itself is turned OFF when a foreign object is detected, stopping the conveyor and simultaneously sounding a buzzer to alert about the foreign object detection. This system uses DeepSky and Intelligent I/O, with a relay connected to the NG output of the Intelligent I/O. For more details, please check the related links below. 【Tools and Equipment】 ■ PC: Mouse Computer/G-Tune, Core i9, 16GB RAM, RTX 2070 SUPER ■ Image Processing Software: Skylogic/DeepSky DS100K ■ IO Unit: Skylogic/EI-ITIO-T01 ■ 1.3 Megapixel Camera: Daheng/MER-133-54u3c ■ 8mm Lens: M0814-MP2 ■ Camera Stand (Aluminum Frame) *For more details, please refer to the PDF document or feel free to contact us.
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We will introduce a system that detects broken tablets and stops the conveyor. It was found that using a mechanical relay to perform ON/OFF at 100V generates significant electromagnetic noise, so we switched to a solid-state relay for testing. We added a patrol light to the wiring for "ON/OFF of the 100V power supply from DeepSky," which alerts with a red light and buzzer when a broken tablet (defective product) flows through, stopping the conveyor. When good products continue to flow, a green light is illuminated, and the conveyor keeps moving. For more details, please check the related links below. 【Tools and Equipment】 ■ PC: Mouse Computer/G-Tune, Core i9, 16GB RAM, RTX 2070 SUPER ■ Image Processing Software: Sky Logic/DeepSky DS100K ■ IO Unit: Sky Logic/EI-ITIO-T01 ■ 1.3 Megapixel Camera: Daheng/MER-133-54u3c ■ 25mm Lens: M2514-MP2 ■ Camera Stand (Aluminum Frame) *For more details, please refer to the PDF document or feel free to contact us.
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We will introduce a proposal to detect forgotten parts flowing on the conveyor, smooth out the subsequent processes, and prevent the shipment of defective products. By applying a system where a buzzer sounds and stops the conveyor when an NG (non-conforming) item is detected, we can simultaneously inspect two types of forgotten nuts and screws. We will guide you on how to register settings using the specific image processing software "DeepSky," which stops the conveyor when an NG is detected and resumes operation once the NG is removed. For more details, please check the related links below. 【Tools and Equipment】 ■ PC: Mouse Computer/G-Tune, Core i9, 16GB RAM, RTX 2070 SUPER ■ Image Processing Software: Sky Logic/DeepSky DS100K ■ IO Unit: Sky Logic/EI-ITIO-T01 ■ 1.3 Megapixel Camera: Daheng/MER-133-54u3c ■ 12mm Lens: M1214-MP2 ■ Camera Stand (Aluminum Frame) *For more details, please refer to the PDF document or feel free to contact us.
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We would like to introduce a case where color mistakes in electronic harnesses were detected using the image processing software "DeepSky." By trying multiple settings and annotations (the process of surrounding the inspection area to teach the software what to detect) to distinguish color mistakes, it is possible to achieve a high level of detection stability. We have provided information on the differences between annotations that could not be judged and those that could be judged through the related links below. Please take a look. 【Materials and Components (Excerpt)】 ■ Solid State Relay: AQA211VL ■ DC24V Adapter: Akizuki Electronics / GF18-US24075T ■ Outlet: Panasonic / WH2163KWP ■ Wooden Board: 300 x 200 x 12 ■ Buzzer: Akizuki Electronics / PB10-Z338R *For more details, please refer to the PDF materials or feel free to contact us.
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In recent years, very strict quality control has been required, and even slight scratches on products are treated as defective. Therefore, it has become important to detect scratches more reliably. Our company proposes a low-cost system that sounds a buzzer when defective products are detected on the conveyor, stops the conveyor with a red light on the patrol light, and resumes operation once the defective products are removed. This is a very practical and easy-to-understand system, so please make use of it. [Materials and Components (Excerpt)] ■ Solid State Relay: AQA211VL ■ DC24V Adapter: Akizuki Electronics / GF18-US24075T ■ Outlet: Panasonic / WH2163KWP ■ Wooden Board: 300 x 200 x 12 ■ Buzzer: Akizuki Electronics / PB10-Z338R *For more details, please refer to the PDF document or feel free to contact us.
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We will introduce a case where we used the reflective material "the back side of a CD" as a mirror-like workpiece to detect objects with a simple setup. By using a glossy workpiece that seems difficult to inspect at first glance, we created a simple inspection setup to ensure that "defective products do not flow further" by continuously inspecting the conveyor with a fixed-point camera. The applications are diverse, and it can surely be utilized in your industry as well. If you have been giving up on inspecting workpieces that cause halation or painted objects, please contact us. 【Software and Equipment Used (Excerpt)】 ■ Software Used: DeepSky (Learning Version) ■ Field of View: 160×140mm ■ Minimum Size of Inspection Target: 1mm ■ Number of Inspection Points: 1 ■ Camera Resolution: 1.3 Megapixels MER-133-54U3M (Daheng) *For more details, please refer to the PDF document or feel free to contact us.
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The "EYE-I Scan" is a system that captures images using a high-resolution scanner and performs image inspection. The image resolution is approximately 21 microns. It scans and inspects an A4-sized area at an overwhelming high resolution of 9700×13500 pixels (420 times the pixel count of VGA size). 【Features】 ■ Inspection possible with over 10 times the pixel count of high-resolution area cameras (130 million pixels) ■ High-resolution inspections that previously required segmented shooting can now be done in a single scan ■ Stable lighting conditions unique to scanners *For more details, please refer to the PDF document or feel free to contact us.
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