Kaitlin Friedmann’s Post

The ScanNet dataset by Dai et al. was designed to support research and development in the field of 3D computer vision, particularly for tasks related to scene understanding, 3D reconstruction, semantic segmentation, and object recognition. It was recently used as part of SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners, by Guo et al. http://www.scan-net.org/ SAM2Point is a preliminary exploration adapting Segment Anything Model 2 (SAM 2) for zero-shot and promptable 3D segmentation. SAM2Point interprets any 3D data as a series of multi-directional videos, and leverages SAM 2 for 3D-space segmentation, without further training or 2D-3D projection. The framework supports various prompt types, including 3D points, boxes, and masks, and can generalize across diverse scenarios, such as 3D objects, indoor scenes, outdoor environments, and raw sparse LiDAR. Demonstrations on multiple 3D datasets, e.g., Objaverse, S3DIS, ScanNet, Semantic3D, and KITTI, highlight the robust generalization capabilities of SAM2Point. To the authors' best knowledge, they present the most faithful implementation of SAM in 3D, which may serve as a starting point for future research in promptable 3D segmentation. Online Demo: https://lnkd.in/dK5rrhrf . Code: https://lnkd.in/dCU2vqQg . I have provided an overview of the main features of this dataset, such as accessibility, suggested uses, labelled features etc. at https://lnkd.in/dCRuGHdc

Exploring the Power of Zoom Lenses | CONTRASTECH Hello guys!The zoom lens can quickly switch the field of view to identify and classify different categories of objects or labels，the following is a demo.👉 ✅Step 1: Test Preparation ✅Step 2: Experiment Build ✅Step 3: Details Capture 𝐌𝐚𝐢𝐥 [email protected] 𝐖𝐞𝐛 https://lnkd.in/gt8uSQWs 𝐖𝐡𝐚𝐭𝐬𝐀𝐩𝐩 +86 15858105859 #machinevision #ZoomLenses #industrialautomation #imageprocessing #qualityinspection #robotvision #opticalzoom #automatedinspection #highprecisionimaging #remotemonitoring #industrialcamera #intelligentinspection #visualsystem #dynamicinspection #flexibleimaging #productionlineinspection #imagerecognition #automatedsorting #opticalequipment

Just finished the “Matterport 3D Scanning and Visualization” course! Thanks to Paul Tice, who explained the power of Matterport and deepened my knowledge in a very comprehensible and interesting way! #3dvisualization #matteport #linkedinlearning #weider360

We're excited to release TAPVid-3D: an evaluation benchmark of 4,000+ real world videos and 2.1 million metric 3D point trajectories, for the task of Tracking Any Point in 3D! Understanding fine-grained motion in 3D facilitates accurate robot manipulation, enriches controllable video generation, and improves general scene perception. Evaluating understanding of 3D motion in real-world videos directly is now possible with this benchmark! We introduce both a dataset and an evaluation metric for the task of Tracking Any Point in 3D. We hope this enables the community to measure the ability of video models to understand scale-consistent 3D motion. Code to download and generate the dataset is linked at https://tapvid3d.github.io. Read more at https://lnkd.in/emzW33z6. This work was made possible by many wonderful collaborators, including Ignacio Rocco, Yi Yang, Joe Heyward, João Carreira, Andrew Zisserman, Gabriel Brostow, and Carl Doersch

Introducing DolphincV Machine Vision Solution! 💻 Simply consult to get a 30-day trial version, come on! Specific features: ✅Recognition ✅Location ✅Defects detection ✅Measurement ✅Preprocessing ✅3D measurement 𝐌𝐚𝐢𝐥 [email protected] 𝐖𝐞𝐛 https://lnkd.in/gt8uSQWs 𝐖𝐡𝐚𝐭𝐬𝐀𝐩𝐩 +86 15858105859 𝐀𝐥𝐢𝐛𝐚𝐛𝐚 https://lnkd.in/gPTDqSuq #DolphincV #MachineVisionSolution #IndustrialInnovation #machinevision #Recognition #Location #Defectsdetection #Measurement #Preprocessing #3Dmeasurement

Hey all 👋 I have successfully completed my task4.I have developed a hand gesture recognition model that can accurately identify and classify different hand gestures from image or video data,enabling intuitive human-computer interaction and gesture-based control systems #prodigyinfotech #machinelearning

VisionEye now supports Ultralytics distance calculation 😻🔥🔥😻  🚀 The distance calculation functionality determines the distance between two objects within a specified space, utilizing the bounding box centroid for user-highlighted bounding boxes. This capability is now integrated into VisionEye, enabling the calculation of distances for every object along with VisionEye object mapping. What's Included 💙 ✅ You can calculate the distance for every tracked object ✅ Determine the distance from the camera position ✅ Real-time processing with Ultralytics YOLOv8 🔗 Code & Docs: https://lnkd.in/dQZHRwR8 #computervision #objectdetection #eyesight #yolov8 #computervisionapplications 

🔍 Gain unique insights into your virtual spaces with 3D Zone Filtering! By isolating and analyzing specific zones within your 3D environments, Metalitix empowers you to understand user interactions at a granular level. Learn how: https://lnkd.in/expQkHUw #UniqueInsights #SpatialData #Analytics #3DTechnology #Metalitix

Looking to elevate your 3D data game? 👀 Search no further, join THIS webinar. Join Reality Capture Network and VEERUM for the webinar, "Enabling Data-Infused 3D Perspectives" on November 14 at 11:00 am MST. Meaghan Snethlage (VEERUM) and James Mosimann (RCN) will guide you through the steps to transform traditional workflows by integrating 3D site intelligence and enabling operators & stakeholders to make real-time, data-driven decisions. What you’ll gain: ✅ Practical tips for adopting 3D workflows. ✅ 33% productivity boosts. ✅ 50% reduction in site exposure. ✅ Up to 40% cost savings. ✅ Steps to leverage 3D data for actionable insights. If you can’t attend live, don’t worry—just register. You’ll get access to the recording to view later at your convenience! Register here 👇 https://lnkd.in/g7GJsMTV #webinar #freelearning #3d

My colleagues Abbe and Harry just launched an insightful webinar on the Encore3. If you want to learn more about our new image processing solution, this recording is worth the watch.🎬 #ENCORE3 #imageprocessing #BarcoTech