

Vcoder
Overview :
VCoder is an adapter that can improve the performance of multi-modal large language models on object-level visual tasks by using auxiliary perception modes as control input. VCoder LLaVA is built based on LLaVA-1.5. VCoder does not fine-tune the parameters of LLaVA-1.5, so its performance on general question answering benchmarks is the same as LLaVA-1.5. VCoder has been benchmarked on the COST dataset and has achieved good performance on semantic, instance, and panoramic segmentation tasks. The authors also released the model's detection results and pre-trained models.
Target Users :
Suitable for tasks such as semantic understanding and question answering that require multi-modal language models to process images.
Use Cases
Use VCoder LLaVA for object segmentation on the COST dataset
Add VCoder as an adapter to a multi-modal language model
Load the pre-trained model of VCoder for image understanding tasks
Features
Assist multi-modal language models in processing images
Improve performance on object-level visual tasks
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