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POSTECH CSED538 (Deep Learning) Final Term Project: Feature Manipulation for DDPM based Change Detection

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POSTECH 2023-Fall CSED538 (Deep Learning) Final Project

  • Feature Manipulation on DDPM-Based Change Detection

Team

Baseline Model

  • DDPM-cd (2022, Under Review)

Methods

1. Feature Attention

2. FDAF (Feature Dual Alignment Fusion)

Experiments

  • All our experiment results are avilable in wandb.

1. Experiments on LEVIR-CD-256 Datasets

ddpmCD-baseline-LEVIR

  • Link:

ddpmCD-Attention-LEVIR

  • Link:

ddpmCD-FDAF-LEVIR

  • Link:

ddpmCD-FDAF-Attention-LEVIR

  • Link:

2. Experiments on WHU-CD-256 Datasets

ddpmCD-baseline-WHU

  • Link:

ddpmCD-Attention-WHU

  • Link:

ddpmCD-FDAF-WHU

  • Link:

ddpmCD-FDAF-Attention-WHU

  • Link:

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POSTECH CSED538 (Deep Learning) Final Term Project: Feature Manipulation for DDPM based Change Detection

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