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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 #480 · 11/27/2025, 08:31 PM
🌍 Some biodiversity hotspots, like the Cape Floristic Region in South Africa, pack over 9,000 plant species into just a tiny area—nearly 70% found nowhere else on Earth. ✨ #biodiversity⚡#plants⚡#hotspots⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #288 · 09/23/2025, 06:31 PM
🌍 The Sundaland region in Southeast Asia is a biodiversity hotspot where over 15,000 plant species are found, nearly half of which exist nowhere else on Earth. ✨ #biodiversity⚡#hotspots⚡#conservation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #628 · 02/12/2026, 08:31 PM
🌍 The Western Ghats in India hold more amphibian species than all of Europe, packed into a narrow mountain strip. This biodiversity hotspot shelters ancient frogs found nowhere else on Earth. ✨ #biodiversity⚡#hotspots⚡#amphibians⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #328 · 10/03/2025, 06:31 PM
🌍 New species are still being discovered in biodiversity hotspots like the Eastern Himalayas, where over 350 new plants and animals have been found in just two decades. ✨ #hotspots⚡#species⚡#discovery⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels