LLaVA vs. CoDet: Compared and Contrasted

Models



LLaVA vs. CoDet

Both

LLaVA

and

CoDet

are commonly used in computer vision projects. Below, we compare and contrast

LLaVA

and

CoDet

	LLaVA	CoDet
Date of Release
Model Type	Object Detection	Object Detection
Architecture
GitHub Stars

Compare LLaVA and CoDet with Autodistill

Using Autodistill, you can compare LLaVA and CoDet on your own images in a few lines of code.

Here is an example comparison:

To start a comparison, first install the required dependencies:


pip install autodistill autodistill-llava autodistill-codet

Next, create a new Python file and add the following code:


from autodistill_llava import LLaVA
from autodistill_codet import CoDet

from autodistill.detection import CaptionOntology
from autodistill.utils import compare

ontology = CaptionOntology(
    {
        "solar panel": "solar panel",
    }
)

models = [
    LLaVA(ontology=ontology),
    CoDet(ontology=ontology)
]

images = [
    "/home/user/autodistill/solarpanel1.jpg",
    "/home/user/autodistill/solarpanel2.jpg"
]

compare(
    models=models,
    images=images
)

Above, replace the images in the `images` directory with the images you want to use.

The images must be absolute paths.

Then, run the script.

You should see a model comparison like this:

When you have chosen a model that works best for your use case, you can auto label a folder of images using the following code:


base_model.label(
  input_folder="./images",
  output_folder="./dataset",
  extension=".jpg"
)

‍

LLaVA

LLaVA is an open source multimodal language model that you can use for visual question answering and has limited support for object detection.

How to Augment How to Label How to Plot Predictions How to Filter Predictions How to Create a Confusion Matrix

CoDet

CoDet is an open vocabulary zero-shot object detection model.

How to Augment How to Label How to Plot Predictions How to Filter Predictions How to Create a Confusion Matrix

Compare LLaVA to other models

Compare CoDet to other models

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LLaVA vs. CoDet

Compare LLaVA and CoDet with Autodistill

LLaVA

CoDet

Compare LLaVA to other models

Compare CoDet to other models

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