Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Instance Segmentation Model - Implement a supervised instance segmentation model that has the ability to detect and segment specific object/objects using YOLOv8 or Mask RCNN

image text in transcribed

Instance Segmentation Model - Implement a supervised instance segmentation model that has the ability to detect and segment specific object/objects using YOLOv8 or Mask RCNN architecture. - The following activities should be achieved by each group: a) You should choose any annotated detection dataset. You may find one from The Roboflow Universe. b) Use the SAM model to generate segmentation masks for each bounding box in the detection dataset. c) Perform necessary preprocessings and augmentations to the dataset then, split the dataset to training, validation, and test. d) Train your model with your choices of hyperparameters. e) Visualize the performance of the segmentation model using the appropriate metrics such as: Precision, Recall, Intersection over Union (IoU), and Mean average precision (mAP). f) You should infer your model with the test images. - You should present your work and results in class on December 27th

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Genomes And Databases On The Internet A Practical Guide To Functions And Applications

Authors: Paul Rangel

1st Edition

189848631X, 978-1898486312

More Books

Students also viewed these Databases questions