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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Mikael Anakkala

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Preprint Jul 2026

Self-supervised training for high-resolution close-range multispectral remote sensing imagery

Although self-supervised learning (SSL) offers a promising way to reduce annotation effort in close-range remote sensing, its effectiveness for high-resolution multispectral unmanned aerial vehicle (UAV) imagery remains underexplored due to limited data. This study evaluated SSL pretraining for precision agriculture us...

Leon-Friedrich Thomas, Mikael Anakkala, Antti Lajunen · 0 citations

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