Microsoft is moving Agent Skills beyond bring-your-own instructions by shipping expert-authored workflows with the IDE, while keeping them off by default until testing shows their benefits justify the ...

If you see 100% or high CPU, GPU or Disk usage by the .NET Runtime Optimization Service (mscorsvw.exe) on your Windows 11/10 PC, then this guide will help you fix the problem. Why is .NET Runtime ...

Abstract: The Segment Anything Model 2 (SAM2) demonstrates remarkable universal segmentation capabilities on natural images. However, its performance on ultrasound images is significantly degraded due ...

Abstract: Referring Video Object Segmentation (RVOS) aims to segment target objects in a video according to natural language expressions, which requires both temporally consistent target modeling and ...

SAM2's perception pattern exhibite computational redundancy. i) The focused attention in mask decoder vs. broad attention span in image encoder shows unnecessary background computation. ii) In memory ...

Microsoft unveils first preview of .NET 11 Next version of Microsoft’s software development platform brings improvements for JIT compilation, WebAssembly, C#, and F#.

Existing trackers are often task-specific, limiting generalization. We present a unified tracker, SAM 2++, unifies tracking across masks, boxes, and points through task-specific prompts, a unified ...