# Case Studies

Discover how organizations are using CVision AI’s technology to advance marine science, improve fisheries management, and accelerate scientific research through computer vision and collaborative annotation.

**ShoalSight**  
An improved stereo video analytics solution for groundfish stock assessments with custom hardware and algorithms.

**Computer Vision for Fisheries**  
Advanced ML models for port monitoring and boat detection across diverse weather conditions using Tator platform.

**CAPSTONE**  
Using CAPSTONE for education and research, enabling annotation of deep-sea exploration data for marine ecosystem studies.

**OpenEM**  
A data science competition and open source toolkit for electronic monitoring algorithms in fisheries management.

**Groundfish Stock Assessment**  
Automated fish counting and tracking for New England groundfish fishery population surveys.

**Scallop Stock Assessment**  
Automated scallop detection and measurement for population dynamics studies in Georges Bank.

**National Image Library for Fisheries Sampling**  
Creating a comprehensive image library for fisheries research and species identification.

**SmartPass**  
Advanced computer vision algorithms for recognizing and categorizing activities in marine environments.

**Controlling Underwater Robotic Vehicles**  
Computer vision solutions for autonomous underwater vehicle navigation and control systems.

**Annotation with a Global Team**  
Collaborative annotation workflows enabling distributed teams to work together on large-scale projects.

## Ready to Start Your Own Project?

See how CVision AI can help accelerate your research with computer vision and collaborative annotation tools.