Non-exemplar-based Class Incremental Learning
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NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning
2023-08-18
· Tamasha Malepathirana, Damith Senanayake, Saman Halgamuge
Catastrophic forgetting; the loss of old knowledge upon acquiring new knowledge, is a pitfall faced by deep neural networks in real-world applications. Many prevailing solutions to this problem rely on storing exemplars …
class-incremental learningClass Incremental LearningContinual LearningIncremental Learning+2NAPA-VQ: Neighborhood-Aware Prototype Augmentation with Vector Quantization for Continual Learning
2023-01-01 · ICCV 2023 1
· Tamasha Malepathirana, Damith Senanayake, Saman Halgamuge
Catastrophic forgetting; the loss of old knowledge upon acquiring new knowledge, is a pitfall faced by deep neural networks in real-world applications. Many prevailing solutions to this problem rely on storing exempl…
class-incremental learningClass Incremental LearningContinual LearningIncremental Learning+2