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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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#PHA/USDT analysis :
#PHA has experienced a breakout followed by a retest of the support zone. The price is now anticipated to continue its downward trajectory and test lower levels. This bearish outlook is supported by the breakout and retest pattern, suggesting a potential continuation of the downtrend.
TF : 4H
Entry : $0.1465
Target : $0.1146
SL : $0.1642