Data Collection

Gathering ocean images and data for plastic pollution research.

A collection of discarded plastic bottles and containers is scattered across a muddy, grassy area near a small body of water. The littered items include various shapes and sizes of plastic debris, some of which are partially submerged in the water. The surrounding area shows signs of sparse vegetation with green grass and some patches of earth.
A collection of discarded plastic bottles and containers is scattered across a muddy, grassy area near a small body of water. The littered items include various shapes and sizes of plastic debris, some of which are partially submerged in the water. The surrounding area shows signs of sparse vegetation with green grass and some patches of earth.
A body of water is heavily polluted with various types of debris, including plastic bottles, an old tire, and other miscellaneous trash. The water surface is cluttered with litter, suggesting environmental neglect and pollution.
A body of water is heavily polluted with various types of debris, including plastic bottles, an old tire, and other miscellaneous trash. The water surface is cluttered with litter, suggesting environmental neglect and pollution.
A group of fish swim in murky green water, accompanied by floating debris and plastic waste. The image conveys a natural environment tainted by pollution.
A group of fish swim in murky green water, accompanied by floating debris and plastic waste. The image conveys a natural environment tainted by pollution.
Plastic debris floating on the surface of the water with visible ripples, likely to be seen in an aquatic environment.
Plastic debris floating on the surface of the water with visible ripples, likely to be seen in an aquatic environment.

Data Collection

Comprehensive research on ocean plastic pollution through advanced techniques.

Several empty plastic bottles with labels are arranged diagonally on a deep blue background. The labels on the bottles contain text related to the environmental impact of plastic pollution.
Several empty plastic bottles with labels are arranged diagonally on a deep blue background. The labels on the bottles contain text related to the environmental impact of plastic pollution.
Model Training

Optimizing deep learning for plastic pollution identification tasks.

A sandy beach is littered with various types of plastic waste and blue fishing nets. Items such as plastic bottles, caps, and straws are entangled in the netting, highlighting pollution and environmental concerns.
A sandy beach is littered with various types of plastic waste and blue fishing nets. Items such as plastic bottles, caps, and straws are entangled in the netting, highlighting pollution and environmental concerns.
A large pile of assorted trash, including plastic bottles, bags, and various discarded items, is seen in front of an industrial building. The entire scene is bathed in a red hue, likely due to the lighting or color editing.
A large pile of assorted trash, including plastic bottles, bags, and various discarded items, is seen in front of an industrial building. The entire scene is bathed in a red hue, likely due to the lighting or color editing.
Discarded plastic wrappers and trash visible near a muddy water body with some greenery and grass at the edge.
Discarded plastic wrappers and trash visible near a muddy water body with some greenery and grass at the edge.
System Integration

Integrating models with algorithms for effective cleanup solutions.

Bycombiningmachinelearning,satellitedata,anddronetechnology,scientistshave

theabilitytoremotelydetectplasticwastehotspots,quantifymarinedebris,andeven

detecttinypiecesofplasticfloatingintheocean.

Inthepast,oceancleanupmissionshavebeenlimitedtocoastlinesandcoastalwaters

duetolimitedhumanabilitytoreachandcollectplasticscirculatingfaroutatsea.

Inaddition,cleaninguplargetractsofmarinedebriscanbeatediousand

labor-intensiveprocess.Currentmethodsfortrackingthedistributionofdebrisin

theoceantypically"involvesurveyingdamagefromaircraftandships."Detecting

plasticintheocean"isnotoriouslychallenging,"