Image Segmentation

Explore machine learning papers and reviews related to Image Segmentation. Find insights, analysis, and implementation details.

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Papers Related to Image Segmentation

arXiv 2024

SAM 2: Segment Anything in Images and Videos

Nikhila Ravi, Valentin Gabeur, +16

How SAM 2 extends promptable segmentation from images to video with a streaming memory bank and memory attention, propagating masks across frames and recovering objects after occlusion.

Image Segmentation
Computer Vision
Video Segmentation
+2 more tags

Concepts

Paper Code

Cross Attention
Self Attention ViT
KV Cache

2023

Segment Anything Model (SAM)

Alexander Kirillov, Eric Mintun, +3

SAM is a promptable segmentation model that can segment any object in an image using points, boxes, or text prompts with zero-shot generalization.

Image Segmentation
Computer Vision
Deep Learning
+3 more tags

Concepts

Paper

Cross Attention
Self Attention ViT
Focal Loss
NMS Soft NMS