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Geo- clip: Clip-inspired alignment between locations and images for effective worldwide geo-localization,

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SatDINO: A Deep Dive into Self-Supervised Pretraining for Remote Sensing

cs.CV · 2025-08-29 · conditional · novelty 5.0

SatDINO, a DINO-based self-supervised ViT pretrained on fMoW-RGB, produces stronger frozen-feature representations (kNN, linear probing) than MAE-based models like Scale-MAE and SatMAE, with competitive fine-tuning and segmentation results.

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  • SatDINO: A Deep Dive into Self-Supervised Pretraining for Remote Sensing cs.CV · 2025-08-29 · conditional · none · ref 3

    SatDINO, a DINO-based self-supervised ViT pretrained on fMoW-RGB, produces stronger frozen-feature representations (kNN, linear probing) than MAE-based models like Scale-MAE and SatMAE, with competitive fine-tuning and segmentation results.