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To avoid trivial matches, we mask out knowledge embeddings that come from another sample but share the same class as sample b : Thus, the loss for the image-to-knowledge direction is: Similarly, for the knowledge-to-image direction: Both directions are averaged across the batch: The final global contrastive loss is computed by averaging across both directions: Model inference During inference, we process a query image through both arms to generate predictions

When oxidative stress overwhelms cellular defenses, it can impair the 26S proteasome, leading to the accumulation of ubiquitinated proteins and disrupting protein homeostasis

Step 5: Inject

2023 Oct 23;3(10):100599