MiniGPT-4 vs SAM
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MiniGPT-4
MiniGPT-4 is a vision-language model introduced in 2023 by researchers at King Abdullah University of Science and Technology (KAUST). It aligns a frozen visual encoder derived from BLIP-2 with a frozen Vicuna large language model using a single linear projection layer trained on a comparatively small dataset of image-text pairs. The project demonstrated that detailed multi-modal capabilities resem...
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SAM
SAM (Segment Anything Model) is a vision foundation model developed by Meta AI and released in 2023. It was trained on the SA-1B dataset of over one billion segmentation masks on eleven million images, enabling zero-shot generalization to segment objects not present in training data. Users can prompt SAM with points, bounding boxes, or text to produce segmentation masks for arbitrary objects in im...
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