Update README.md

README.md

@@ -9,20 +9,9 @@ pipeline_tag: zero-shot-image-classification
 # GenshinCLIP
 A simple open-sourced SigLIP model fine-tuned on Genshin Impact's image-text pairs.
 
-The model is far from being perfect, but could still offer some better text-image matching performance in some Genshin Impact scenarios.
-
-
-## Case Study
-
-| Case | Image                                                                                                                                              | Multiple Choices                                                                                                                        | CLIPScore<br/>(After Finetune)                   | CLIPScore<br/>(Before Finetune)                                     |
-|------|----------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------|---------------------------------------------------------------------|
-| 1    | <img src="https://static.wikia.nocookie.net/gensin-impact/images/2/24/Ganyu_Card.png/revision/latest?cb=20230519012433" height="64">               | 1) This is an image of Kuki Shinobu<br/>2) This is an image of Ganyu<br/>3) This is an image of Keqing<br/>4) This is an image of Liyue | 1) 0.000<br>2) **0.438**<br>3) 0.000<br>4) 0.000 | 1) **1.207e-06**<br/>2) 4.144e-08<br/>3) 1.201e-07<br/>4) 2.212e-08 |
-| 2    | <img src="https://static.wikia.nocookie.net/gensin-impact/images/3/33/Qingce_Village.png/revision/latest?cb=20220626161951" height="64">           | 1) This is an area of Liyue<br/>2) This is an area of Mondstadt<br/>3) This is an area of Sumeru<br/>4) This is Qingce Village          | 1) 0.016<br>2) 0.000<br>3) 0.001<br>4) **0.233** | 1) 0.015<br/>2) 0.003<br/>3) 0.009<br/>4) **0.377**                 |
-| 3    | <img src="https://static.wikia.nocookie.net/gensin-impact/images/0/0c/Enemy_Boreas.png/revision/latest?cb=20210426192800" height="64">             | 1) This is Andrius Wolf of the North<br/>2) This is Stormterror Dvalin<br/>3) This is Guardian of Apep's Oasis                          | 1) 1.000<br>2) 0.000<br>3) 0.000                 | 1) **0.001**<br/>2) 0.000<br/>3) 0.000                              |
-| 4    | <img src="https://static.wikia.nocookie.net/gensin-impact/images/2/24/Item_Amakumo_Fruit_Wild.png/revision/latest?cb=20220601235905" height="64">  | 1) This is Amakumo Fruit<br/>2) This is Padisarahs<br/>3) This is Naku Weeds                                                            | 1) 0.000<br>2) 0.000<br>3) **0.024**             | 1) 9.425e-07<br/>2) 1.207e-06<br/>3) **1.669e-05**                  |
-
-Note: Case 4 is a bad case. (Correct answer is Amakumo Fruit)
+Visit the [github](https://github.com/mrzjy/GenshinCLIP) for case study and data pair examples.
 
+The model is far from being perfect, but could still offer some better text-image matching performance in some Genshin Impact scenarios.
 
 ## Intended uses & limitations
 
@@ -99,15 +88,6 @@ All the images and texts are crawled from [Genshin Fandom Wiki](https://genshin-
 - Source: Text can be from the simple caption attribute of an HTML `<img>` tag or specified web content.
 - Format: Prepend all texts with "Genshin Impact" along with some simple template to form natural language sentences.
 
-For example, here are some training image-text pairs:
-
-| Image                                                                | Text                                                                                                                                                                                                                                          |
-|----------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| <img src="img/9361c6fe-dabe-43b3-ae76-9731e4b73e1b.png" height="64"> | Genshin Impact<br/>This is Tainted Water-Splitting Phantasm.<br/>Tainted Hydro Phantasm Idle Waving 2                                                                                                                                         |
-| <img src="img/911d0f58-dc35-4dfb-9afc-79a2d582881b.png" height="64"> | Genshin Impact<br/>This is Annihilation Specialist Mek.<br/>Although the Fontaine Research Institute of Kinetic Energy Engineering... ..., state apparatus enforcing the monopoly on violence.                                                |
-| <img src="img/bd94b015-153f-41de-b8d4-049ba29481e3.png" height="64"> | Genshin Impact<br/>Collei<br/>Expressions<br/>a Smiley expression                                                                                                                                                                             |
-| <img src="img/36a956e1-e6af-43bc-a71b-a893fe1bcf9e.png" height="64"> | Genshin Impact<br/>This is the map of viewpoint Nine Pillars of Peace in Cuijue Slope, Minlin, Liyue<br/>Nine shackles of stone were said to have been laid down deep in the valleys of Cuijue Slope to drive off evil and cleanse the world. |
-
 **Data Distribution:**
 
 ![data_distribution.png](img%2Fdata_distribution.png)