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MANGROVE SPECIES

IDENTIFICATION

Mangrove Environment

The mangrove environment in Barangay Manalo is very extensive and plays a major role in protecting coastal areas from storm surges, flooding, and soil erosion. This is where researchers go to collect data and images."

Mangrove Environment

MODEL DEVELOPMENT

DATA COLLECTION

The first thing researchers do to develop a model is to collect data in the mangrove environment of Barangay Manalo using our mobile devices.

Data Collection

MODEL DEVELOPMENT

Data Augmentation

After collecting the leaves, flowers, and fruits of the mangroves in the area, we transfer them to our laptop for batch image processing.

Model Development

How does Batch Image Processing Tool Work?

- it allows them to apply the same image processing procedures to a large number of images at once.

Batch Image Processing Tool

Model Development

Model Development

BIDYOW

Model Evaluation

Input Image

Convolutions

Model Evaluation

Feature Extraction

Pooling

Convolution

+

ReLu

Convolution

Feature Extraction

Pooling

Polling Layer

Convolution

+

ReLu

Convolution

kernel

Convolution

Pooling Layer

FEATURE MAPS

Model Evaluation

Pooling

Input Image

Convolutions

Flatten Layer

Flatten Layer

Model Evaluation

Flatten Layer

Lumnitzera Racemosa

Input Image

Ceriops Tagal

Pooling

Bruguiera Cylindrica

Convolutions

Lumnitzera Littorea

Rhizophora Apiculata

Connected Layers

Rhizophora Mucronata

Sonneratia Alba

Xylecartpus Moluccensis

Fully Connected Layer

Model Deployment

Output

Fully Connected Layer

Flatten Layer

Lumnitzera Racemosa

95%

Pooling

Input Image

Ceriops Tagal

Convolutions

Bruguiera Cylindrica

0%

Ceriops Tagal

Lumnitzera Littorea

Bruguiera Cylindrica

Rhizophora Apiculata

3%

Rhizophora Mucronata

0%

Lumnitzera Littorea

Sonneratia Alba

Xylecartpus Moluccensis

Rhizophora Apiculata

0%

Rhizophora Mucronata

2%

Model Deployment

0%

Sonneratia Alba

Xylecartpus Moluccensis

0%

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