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SpectralGPT Spectral Foundation Model

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  • 论文名称: SpectralGPT: Spectral Foundation Model
  • Link: https://arxiv.org/pdf/2311.07113
  • Published in: TPAMI 2024
  • Type: Pretrain
  • Code/Project: https://github.com/danfenghong/IEEE_TPAMI_SpectralGPT
  • 备注: 自监督MAE，以渐进式训练方式在多个数据集上进行训练
  • Backbone: Transformer
  • 下游任务: Classification, Semantic Segmentation, Change Detection
  • Short Summary: 虽然大多数基础模型都是为了有效地处理各种视觉任务的RGB图像而定制的，但在光谱数据方面的研究存在明显的差距。采用MAE架构构建，多目标重建策略；generative pretrained transformer(GPT)
TPAMI
paper Pretrain
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