Occlusion is still a challenge for SAM2. Video object... segmentation is not solved yetshow more

Today we're releasing the Segment Anything Model (SAM) —... a step toward the first foundation model for image segmentation. SAM is capable of one-click segmentation of any object from any photo or video + zero-shot transfer to other segmentation tasks ➡️show more

🚀 The Segment Anything Model (SAM) has been upgraded... to SAM2, featuring an efficient image encoder for segmenting images and videos. But does SAM2 outperform SAM1 in medical image and video segmentation? We're thrilled to present our paper "Segment Anything in Medical Images and Videos: Benchmark and Deployment"! We comprehensively benchmark SAM2 across 11 medical image modalities and videos. 📄 Paper: 💻 Code: **Highlights:** 1. SAM2 doesn’t always outperform SAM1 in 2D medical images, but excels in video segmentation, making it more accurate and efficient for 3D images, such as CT and MR scans. 2. MedSAM still outperforms SAM2 on most 2D modalities, but SAM2 surpasses MedSAM for 3D image segmentation in a slice-by-slice approach. 3. Segmentation performance varies with model size; sometimes the smallest model outperforms larger ones. 4. Fine-tuning SAM2 significantly boosts its performance for medical image segmentation. While SAM2 may struggle with challenging objects that have unclear boundaries or low contrast, it excels in generating good initial segmentation masks for common medical images and videos. However, the official interface doesn’t support medical data formats and has limitations on video length. To address this, we've developed a 3D Slicer Plugin and Gradio API for efficient 3D medical image and video segmentation. We invite you to try them out and provide feedback! 🔧 Deployment: - 3D Slicer Plugin: - Gradio API: (Note: Due to GPU limitations, the online API is available for only 12 hours and may be slow. We highly recommend deploying the Gradio API with your own computing resources: A big shoutout to Jun Ma (JunMa) who recently joined our UHN AI hub (UHN AI Hub) as Machine Learning Lead, and kudos to all co-authors: Sumin Kim, Feifei Li, Mohammed Baharoon (Mohammed Baharoon), Reza Asakereh, and Hongwei Lyu! This is true teamwork! Looking forward to collaborating with the community to advance 3D medical image and video segmentation foundation models! University Health Network U of T Department of Computer Science Department of Laboratory Medicine & Pathobiology Temerty Centre for AI in Medicine (T-CAIREM) Vector Institute #MedTech #AIinHealthcare #DeepLearning #MedicalImaging #SAM2 #MedSAM #AIResearchshow more

Not yet Uhuru. This is still a colonial system.

Instance vs semantic segmentation difference | Ultralytics🚀 🧩Instance segmentation... answers: “Which pixels belong to each object?” 🎨Semantic segmentation answers: “Which pixels belong to each class?” #segmentation #MachineLearning #AIshow more

🚀 Wan 2.6 is now live on fal !... • Text-to-Video & Image-to-Video up to 1080p • Up to 15 second generations • Multi-shot video with intelligent scene segmentation • Import your own audio • Reference-to-Video - use 1-3 reference videos for character/object consistencyshow more

A slight increase… yet the space for comfort is... still unfinished. #LittleNightmares IIIshow more

🆕🎥 IT’S NOT OVER 🎉 “This summer, fate is... bringing a new challenge before them…” “#MerTeş love story… is not over yet” ✨ AND EYLÜL IS COMING 👀 SEASON 2 IS OFFICIALLY ON THE WAY 🎉🔥 ARE WE READY FOR WHAT’S NEXT?! #EminGünenç #Araftashow more

The biggest problem in AI video is finally solved.... Your phone is now a virtual camera for AI video, rendered from your Blender scene with Higgsfield plugin.show more

Segment Anything is fun and powerful but still requires... full mask annotation for supervised training. Our new work MaskFreeVIS appearing at #CVPR2023 shows we can get accurate video instance segmentation WITHOUT any video or image mask annotations. More atshow more

My game is for HIDDEN OBJECT FANS, algorithm PLEASE... FIND THEM! My game is for HIDDEN OBJECT FANS, algorithm PLEASE FIND THEM! My game is for HIDDEN OBJECT FANS, algorithm PLEASE FIND THEM! My game is for HIDDEN OBJECT FANS, algorithm PLEASE FIND THEM!show more

Hyper3D Rodin is built for generating, editing, and refining... 3D assets. Most segmentation tools leave rough edges, broken parts, and extra cleanup before the model is usable. Bang to Parts understands the object first, then turns one complete model into clean, editable components.show more

This video is so funny and yet still thinspo... for me and the comments under it even more soshow more

tony stark has a billion dollar flying suit but... still dropped to his knees for a noise complaint. this is LITERALLY the funniest ai video yet.show more

We are presenting **SAD** (Segment Any RGBD): SAD is... able to perform 3D segmentation (segment out any 3D object) with RGBD inputs (or rendered depth images only). - Code: - Demo Hugging Face:show more

Life is not a problem to be solved. It... is the greatest and only gift that you have. #SadhguruWisdomshow more