kNN-CLIP: retrieval enables training-free segmentation on continually expanding large vocabularies

Continual segmentation has not yet tackled the challenge of improving open-vocabulary segmentation models with training data for accurate segmentation across large, continually expanding vocabularies. We discover that traditional continual training results in severe catastrophic forgetting, failing...

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Bibliographic Details
Main Authors: Gui, Z, Sun, S, Li, R, Yuan, J, An, Z, Roth, K, Prabhu, A, Torr, P
Format: Journal article
Language:English
Published: Transactions on Machine Learning Research 2024