Fiftyone, Qdrant.
CLIP involves contrastive learning, a technique where the model learns by contrasting positive pairs (correct image-text pairs) with negative pairs (incorrect image-text pairs). This process encourages the model to bring similar images and texts closer together while pushing dissimilar pairs apart