Update README.md

README.md

@@ -31,22 +31,19 @@ print(model.answer_question(enc_image, "<QUESTION>", tokenizer))
 
 ## Benchmarks
 
-| Model | Parameters | VQAv2 | GQA | VizWiz | TextVQA |
-| --- | --- | --- | --- | --- | --- |
-| LLaVA-1.5 | 13.3B | 80.0 | 63.3 | 53.6 | 61.3 |
-| LLaVA-1.5 | 7.3B | 78.5 | 62.0 | 50.0 | 58.2 |
-| [MC-LLaVA-3B](https://huggingface.co/visheratin/MC-LLaVA-3b) | 3B | 64.2 | 49.6 | 24.9 | 38.6 |
-| [LLaVA-Phi](https://arxiv.org/pdf/2401.02330.pdf) | 3B | 71.4 | - | 35.9 | 48.6 |
-| **moondream1** | 1.6B | 74.3 | 56.3 | 30.3 | 39.8 |
+| Model | Parameters | VQAv2 | GQA | TextVQA |
+| --- | --- | --- | --- | --- |
+| LLaVA-1.5 | 13.3B | 80.0 | 63.3 | 61.3 |
+| LLaVA-1.5 | 7.3B | 78.5 | 62.0 | 58.2 |
+| **moondream1** | 1.6B | 74.7 | 57.9 | 35.6 |
+
 
 ## Examples
 
 | Image | Examples |
 | --- | --- |
-| ![](assets/demo-1.jpg) | **What is the title of this book?**<br>The Little Book of Deep Learning<br><br>**What can you tell me about this book?**<br>The book appears to be a white booklet titled "The Little Book of Deep Learning." It is held in a person's hand, and it seems to be a personal possession. The book's content focuses on the basics of deep learning, which is a field of artificial intelligence that uses neural networks to process and analyze data. It is likely that the book provides an introduction to the concepts and techniques involved in deep learning, making it accessible for beginners and helping them understand the fundamentals of this advanced machine learning approach.<br><br>**Where is the person standing?**<br>The person is standing on a balcony or a deck, which is located outside the house. |
-| ![](assets/demo-2.jpg) | **What type of food is the girl holding?**<br>The girl is holding a large hamburger or burger, which is a type of sandwich made from ground meat, typically consisting of a beef patty, and is usually served between two slices of bread.<br><br>**What color is the woman's hair?**<br>The woman's hair is white.<br><br>**What is the girl doing in the image?**<br>The girl in the image is eating a hamburger. |
-| ![](assets/demo-3.jpg) | **What color is the train?**<br>The train is red.<br><br>**What is the bus doing in the image?**<br>The bus is driving down a street, passing through an intersection, and traveling on a train track.<br><br>**What kind of public transportation is in the image?**<br>The image features a red trolley or commuter train on a city street, which is a form of public transportation. |
-| ![](assets/demo-4.jpg) | **What is the girl looking at?**<br>The girl is looking at her reflection in the mirror while adjusting her uniform.<br><br>**What color is the woman's hair?**<br>The woman's hair is brown.<br><br>**What is the woman doing in the mirror?**<br>The woman is adjusting her hair in the mirror. |
-| ![](assets/demo-5.jpg) | **What might be the reason for the dog's aggressive behavior?**<br>The dog's aggressive behavior, with its teeth bared and growling, could be due to several reasons. It is possible that the dog is feeling threatened, scared, or defensive in its current environment, such as a room with a person it doesn't know well or a situation that provokes it. Alternatively, the dog might be reacting to a perceived threat or discomfort from the person holding it. It is essential to assess the situation and the dog's body language to determine the exact cause of its aggressive behavior and respond accordingly to ensure the safety and well-being of both the dog and the person involved.<br><br>**What kind of dog is in the picture?**<br>The picture features a small dog, possibly a Chihuahua, with red eyes and a mean, hungry-looking expression.<br><br>**What color is the dog?**<br>The dog is black and white. |
-
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+| ![](assets/demo-1.jpg) | **What is the title of this book?**<br>The Little Book of Deep Learning<br><br>**What can you tell me about this book?**<br>The book in the image is titled "The Little Book of Deep Learning." It appears to be a guide or manual that provides information and instructions on the subject of deep learning. The book is described as being small and thin, making it easy to carry and read. It is set in a room with a view outside, suggesting that the person holding the book might be in a living or working space with a view. The content of the book is likely to be complex, as the title implies a focus on advanced concepts in deep learning.<br><br>**Where is the person standing?**<br> The person is standing on a balcony or deck, which is outside. |
+| ![](assets/demo-2.jpg) | **What type of food is the girl holding?**<br>The girl is holding a hamburger.<br><br>**What color is the woman's hair?**<br>The woman's hair is white.<br><br>**What is the girl doing in the image?**<br>The girl in the image is eating a hamburger. |
+| ![](assets/demo-3.jpg) | **What color is the train?**<br>The train is red.<br><br>**What is the bus doing in the image?**<br> The bus in the image is driving down a city street, passing through an intersection.<br><br>**What kind of public transportation is in the image?**<br>The image features a red train or trolley as the public transportation option. |
+| ![](assets/demo-4.jpg) | **What is the girl looking at?**<br>The girl is looking at her reflection in the mirror.<br><br>**What color is the woman's hair?**<br>The woman's hair is brown.<br><br>**What is the woman doing in the mirror?**<br>The woman is adjusting her hair in the mirror. |
+| ![](assets/demo-5.jpg) | **What might be the reason for the dog's aggressive behavior?**<br>The dog's aggressive behavior, including its growling, baring its teeth, and showing its sharp teeth, could be due to various reasons. It is possible that the dog is feeling threatened, scared, or defensive about something in its environment, such as another animal, a loud noise, or a person nearby. Alternatively, the dog might be reacting to a command it received from its owner, or it could be experiencing discomfort or pain, which is causing it to display aggressive behavior. It is essential to observe the dog's body language and context to determine the underlying cause of its aggressive behavior and respond accordingly to address its needs or concerns.<br><br>**What kind of dog is in the picture?**<br>The dog in the picture is a small, black and white chihuahua. |