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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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Amazing Geography 🌍

@amazingeo · Post #615 · 02/05/2026, 08:31 PM

🌍 The world’s largest karst region is in southern China, where vast limestone hills, towers, and deep caves house rare species found nowhere else on Earth, including blind fish and giant salamanders. ✨ #karst⚡#caves⚡#limestone⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #355 · 10/10/2025, 03:31 PM

🌍 The Pine Island karst in Madagascar features limestone pinnacles called "Tsingy," so sharp and dense that large areas are nearly impassable, hiding unique plants and animals. ✨ #karst⚡#caves⚡#limestone⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​