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--- |
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language: it |
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license: |
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datasets: |
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- wit |
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- ctl/conceptualCaptions |
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- mscoco-it |
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tags: |
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- italian |
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- bert |
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- vit |
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- vision |
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--- |
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# CLIP-Italian |
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CLIP Italian is a CLIP-like Model for Italian. The CLIP model (Contrastive Language–Image Pre-training) was developed by researchers at OpenAI and is able to efficiently learn visual concepts from natural language supervision. |
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We fine-tuned a competitive Italian CLIP model with only ~1.4 million Italian image-text pairs. This model is part of the [Flax/Jax Community Week](https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104), organized by [HuggingFace](https://huggingface.co/) and TPU usage sponsored by Google. |
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## Training Data |
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We considered three main sources of data: |
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- [WIT](https://github.com/google-research-datasets/wit) |
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- [MSCOCO-IT](https://github.com/crux82/mscoco-it) |
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- [Conceptual Captions](https://ai.google.com/research/ConceptualCaptions/) |
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## Training Procedure |
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Preprocessing, hardware used, hyperparameters... |
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## Evaluation Performance |
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## Limitations |
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## Usage |
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## Team members |
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- Federico Bianchi ([vinid](https://huggingface.co/vinid)) |
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- Raphael Pisoni ([4rtemi5](https://huggingface.co/4rtemi5)) |
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- Giuseppe Attanasio ([g8a9](https://huggingface.co/g8a9)) |
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- Silvia Terragni ([silviatti](https://huggingface.co/silviatti)) |
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- Dario Balestri ([D3Reo](https://huggingface.co/D3Reo)) |
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- Gabriele Sarti ([gsarti](https://huggingface.co/gsarti)) |
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- Sri Lakshmi ([srisweet](https://huggingface.co/srisweet)) |
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## Useful links |
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- [CLIP Blog post](https://openai.com/blog/clip/) |
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- [CLIP paper](https://arxiv.org/abs/2103.00020) |
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- [Community Week README](https://github.com/huggingface/transformers/blob/master/examples/research_projects/jax-projects/README.md) |
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- [Community Week channel](https://discord.com/channels/858019234139602994/859711887520038933) |
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- [Hybrid CLIP example scripts](https://github.com/huggingface/transformers/tree/master/examples/research_projects/jax-projects/hybrid_clip) |
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- [Model Repository](https://huggingface.co/clip-italian/clip-italian-final/) |