IEEE Technology and Society Magazine - September 2023 - 94

Feature
Figure 7. Statistical assessment method report from 6-2-2022 to 9-2-2022. (a) Date 6-2-2022.
(b) Date 7-2-2022. (c) Date 8-2-2022. (d) Date 9-2-2022.
green line representing MFVAS and the red line representing
CCTV diverge significantly (with a p-value
less than the threshold), and then we reject the null
hypothesis.
The labor exploitation report is presented in
Figure 7. Figure 7a depicts the labor exploitation
for 6-2-2022. The computed p-value for this date is
0.00010, which falls below our predetermined threshold.
The color green is used to indicate the absence
of labor exploitation. Conversely, if the generated
p-value exceeds 0.05, the color red is employed to
signify the presence of labor exploitation. Government
officials can access and review this report
and examine the corresponding CCTV video and
MFVAS data. This enables them to gather evidence
and make informed decisions regarding potential
legal actions against the fishing vessels. Figure 7b
denotes the labor exploitation of the date 7-2-2022.
Figure 7c and d represents the labor exploitation of
the date 8-2-2022 and 9-2-2022. Figure 8 depicts the
fisherman's work and action status report. Our fisherman's
action recognition model is mainly trained
for the four actions. Fish collection work, baiting
94
work, fighting, and no work are the four actions our
model is trained to recognize. The " no work " action
refers to instances when a fisherman is not actively
engaged and may choose to rest within the designated
work area. The first column in Figure 8 represents
the hours of the particular date, and the second
column denotes the MFVAS work time. The CCTV3
work area action is recognized, and a cumulative
score of 1 hour of action is presented in the fourth
column. The sixth column represents the action of
CCTV4 for every hour reported. The last column
indicates the status of the report. If it is a green column,
there is no mismatch between MFVAS work
time and CCTV3 and CCTV4 work time. If it is red,
it indicates a discrepancy between MFVAS work
time and CCTV3 and CCTV4 work time. In Figure 8,
during the seventh hour, a discrepancy is observed,
leading to the highlighting of the seventh row in red.
For instance, the work time of MVFAS is recorded
as 7, while CCTV3 and CCTV4 have a work time
of 8. This creates a discrepancy and is indicated by
highlighting the seventh row in red. Our system highlights
rows with red color when the CCTV work time
IEEE Technology and Society Magazine

IEEE Technology and Society Magazine - September 2023

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