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Source channel @githubtrending · Post #15365 · Dec 24
#jupyter_notebook DINOv3 offers powerful self-supervised vision models from Meta AI, like ViT up to 7B parameters and ConvNeXt, pretrained on 1.7B web or satellite images. Load them easily via PyTorch Hub, Hugging Face Transformers (v4.56+), or timm (v1.0.20+), with code examples for features, depth, detection, and segmentation. You benefit by using these top-performing, dense features without fine-tuning or labels—saving time and compute for tasks like classification, object detection, and zero-shot analysis on your images. https://github.com/facebookresearch/dinov3
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@amazingeo · Post #346 · 10/08/2025, 12:31 PM
🌍 In the Sahel region of Africa, people grow crops and raise animals on land where wild grasses once thrived. Human activity has pushed the desert edge south by up to 100 kilometers in places. ✨ #desertification⚡#Africa⚡#landuse⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #10 · 08/09/2025, 04:08 PM
🌍 Desertification, the spread of deserts into once-fertile land, now threatens over a third of Earth’s land surface, endangering food security for millions worldwide. ✨ #desertification⚡#climate⚡#change⚡#land⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍