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Phasuwut

Full Stack · AI Engineer · Thailand

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© 2026 Phasuwut Chunnapiya

phasuwut.job@gmail.com

Parcel and Person Instant Segmentation

Prepared parcel-and-person segmentation data and experimental outputs for comparing model families.

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Personal ProjectsYear 2026Latest activity 2026-02-26

Project Overview

Objective

Prepared parcel-and-person segmentation data and experimental outputs for comparing model families.

Stack

YOLOv8-segYOLOv9-segYOLOv11-segYOLOv26-segRF-DETR-segRunPod

Delivery highlights

  • Prepared a two-class parcel-and-person dataset by combining media sources and reviewing annotations for instance-segmentation experiments with YOLO and RF-DETR model families.
  • Used the asset collection to compare segmentation outputs and support cloud-GPU training experiments. The reviewed root contains dataset and test artifacts; it does not independently verify a reproducible benchmark, identical hyperparameters across every run, or production-ready deployment.
  • The next step before publishing results is to document source licences, privacy constraints, dataset splits, training configuration, and per-model accuracy and latency measurements.
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System workflow

How parcel and person segmentation is developed

A reproducible ML workflow turns mixed public data into a corrected dataset, comparable model runs, and deployment-ready segmentation predictions.

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System workflow

Source-reviewed processing sequence

A conservative end-to-end boundary taken from the source audit. Specific endpoints, storage writes, and external calls are only claimed in the project-specific diagrams when the implementation confirms them.

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Project Videos

2 items

Demo Video use YOLOv8-seg

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Demo Video use YOLOv26-seg

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3 items

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Used parcel-and-person media assets to explore persistent identities across video frames.

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