Update README.md

README.md

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 ---
 license: mit
+datasets:
+- imagenet-1k
+metrics:
+- accuracy
+pipeline_tag: image-classification
 ---
+# mrl-convnext-tiny
+
+We provide a ConvNeXt-Tiny model trained with [Matryoshka Representation Learning](https://github.com/RAIVNLab/MRL) (MRL) from scratch on ImageNet-1K, 
+adapted from [the original repository](https://github.com/facebookresearch/ConvNeXt). We train with a Matryoshka Loss at [d] = {48, 96, 192, 384, 786},
+
+<p align="center">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/64af72d4a609b29cc7b5919b/eGorc5hWdriNcEJkwP7Lz.png" alt="drawing" width="600"/>
+Top-1 Retrieval Accuracy (1-nearest neighbor) of mrl-convnext-tiny on ImageNet-1K with Exact search and IVF search across vector dimensionality.
+</p>