Deep learning

Deep learning techniques are making major advances in solving problems that have resisted the best attempts of the artificial intelligence (A.I.) community to date, including record breaking image recognition across millions of images and thousands of classes. These advances are driving research, development, and commercial
implementations from major technology companies and suppliers. The integrated MBARI time series project (901512) has identified a need for rapid classification of key species represented in large time series data sets to drive model development for carbon flow in Monterey Bay. Guided by goals of the ITS science team, we propose to develop a limited, well defined prototype by mid 2016 to evaluate these systems to perform rapid classification of identified key species, capitalizing on research achievements in A.I. as well as affordable, turn-key hardware and software implementations.
Through such activities we hope to identify high risk areas, promising new opportunities, and to provide technical guidance to these various work teams as we navigate through a new era of exploration and discovery.

DigitsDevBox

Team

Technology

Solving challenges
Taking the laboratory into the ocean
Environmental Sample Processor (ESP)
In Situ Ultraviolet Spectrophotometer
Midwater Respirometer System
Mobile flow cytometer
Enabling targeted sampling
Automated Video Event Detection
Environmental Sample Processor (ESP)
Gulper autonomous underwater vehicle
Mobile flow cytometer
Wave Glider-based communications hotspot
Advancing a persistent presence
Aerostat hotspot
Benthic event detectors
Benthic rover
Fault Prognostication
Long-range autonomous underwater vehicle Tethys
MARS hydrophone for passive acoustic monitoring
Monterey Ocean-Bottom Broadband Seismometer
Shark Café camera
Vehicle Persistence
Wave Glider-based communications hotspot
Emerging and current tools
Communications
Aerostat hotspot
Wave Glider-based communications hotspot
Data management
Oceanographic Decision Support System
Spatial Temporal Oceanographic Query System (STOQS) Data
Video Annotation and Reference System
Instruments
Apex profiling floats
Benthic event detectors
Deep particle image velocimetry
Environmental Sample Processor (ESP)
Persistent presence—2G ESP
How does the 2G ESP work?
Arrays on the 2G ESP
Printing probe arrays
Expeditions and deployments
In Situ Ultraviolet Spectrophotometer
Investigations of imaging for midwater autonomous platforms
Lagrangian sediment traps
Midwater Respirometer System
Mobile flow cytometer
SeeStar Imaging System
Shark Café camera
Smart underwater connector
Power
Wave-Power Buoy
Vehicle technology
Benthic Rover
Gulper autonomous underwater vehicle
Imaging autonomous underwater vehicle
Seafloor mapping AUV
Long-range autonomous underwater vehicle Tethys
Mini remotely operated vehicle
ROV Doc Ricketts
ROV Ventana
Video
Automated Video Event Detection
Deep learning
Video Annotation and Reference System
Technology publications
Technology transfer