Silvia Terragni commited on
Commit
931590a
1 Parent(s): dd625f5

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +53 -0
README.md ADDED
@@ -0,0 +1,53 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language: it
3
+ license:
4
+ datasets:
5
+ - wit
6
+ - ctl/conceptualCaptions
7
+ - mscoco-it
8
+ tags:
9
+ - italian
10
+ - bert
11
+ - vit
12
+ - vision
13
+ ---
14
+
15
+ # CLIP-Italian
16
+ 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.
17
+
18
+ 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.
19
+
20
+ ## Training Data
21
+ We considered three main sources of data:
22
+ - [WIT](https://github.com/google-research-datasets/wit)
23
+ - [MSCOCO-IT](https://github.com/crux82/mscoco-it)
24
+ - [Conceptual Captions](https://ai.google.com/research/ConceptualCaptions/)
25
+
26
+ ## Training Procedure
27
+ Preprocessing, hardware used, hyperparameters...
28
+
29
+ ## Evaluation Performance
30
+
31
+
32
+ ## Limitations
33
+
34
+
35
+ ## Usage
36
+
37
+
38
+ ## Team members
39
+ - Federico Bianchi ([vinid](https://huggingface.co/vinid))
40
+ - Raphael Pisoni ([4rtemi5](https://huggingface.co/4rtemi5))
41
+ - Giuseppe Attanasio ([g8a9](https://huggingface.co/g8a9))
42
+ - Silvia Terragni ([silviatti](https://huggingface.co/silviatti))
43
+ - Dario Balestri ([D3Reo](https://huggingface.co/D3Reo))
44
+ - Gabriele Sarti ([gsarti](https://huggingface.co/gsarti))
45
+ - Sri Lakshmi ([srisweet](https://huggingface.co/srisweet))
46
+
47
+ ## Useful links
48
+ - [CLIP Blog post](https://openai.com/blog/clip/)
49
+ - [CLIP paper](https://arxiv.org/abs/2103.00020)
50
+ - [Community Week README](https://github.com/huggingface/transformers/blob/master/examples/research_projects/jax-projects/README.md)
51
+ - [Community Week channel](https://discord.com/channels/858019234139602994/859711887520038933)
52
+ - [Hybrid CLIP example scripts](https://github.com/huggingface/transformers/tree/master/examples/research_projects/jax-projects/hybrid_clip)
53
+ - [Model Repository](https://huggingface.co/clip-italian/clip-italian-final/)