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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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edaphos-cerrado-moco-v1 -- a MoCo v2 foundation-model encoder for the Brazilian Cerrado soil covariate stack

Authors: Rodrigues, Hugo;

edaphos-cerrado-moco-v1 -- a MoCo v2 foundation-model encoder for the Brazilian Cerrado soil covariate stack

Abstract

A self-supervised MoCo v2 (He et al. 2020; Chen et al. 2020) encoder pretrained on 50000 16x16 raster patches sampled from a core Cerrado AoI (longitude -53 to -43, latitude -23 to -10), covering the Brazilian states of Goias, Tocantins, Mato Grosso, Bahia and Minas Gerais. The input stack is aligned to a 0.01-degree (~1 km) grid and combines three public keyless sources: - SoilGrids 250m, 0-5 cm mean: SOC, clay, sand, pH(H2O), bulk density (5 layers) - WorldClim 2.1 (Brazil country pack): 12 monthly precipitation + 12 monthly mean temperature (24 layers) - SRTM 30 arc-second: elevation + slope (2 layers) The encoder is a 5-block convolutional backbone producing a 64-dimensional feature vector followed by a 2-layer MLP projection head (feature_dim = 64, proj_dim = 32). Training uses a queue of 4096 negatives, InfoNCE temperature 0.07, momentum 0.999, Adam learning rate 3e-4, batch size 64, for 20000 optimisation steps on an Apple Silicon M1 Max via torch::backend_mps. Artefact files: encoder_q.pt (state_dict, SHA-256 44ace7f78c658b6028f1cf5ccfa624023295e5576f681d0135db64726c6738e8), metadata.json (full training configuration), loss_history.rds (per-step InfoNCE loss), encoder_q.pt.sha256 (digest sidecar). Consumed by the edaphos R package (>= 1.2.0) via foundation_weights_load('edaphos-cerrado-moco-v1').

Keywords

foundation models, MoCo, digital soil mapping, self-supervised learning, SoilGrids, Cerrado, pedometry, SRTM, transfer learning, WorldClim

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Average