Dynamically expandable representation
WebDec 24, 2024 · DER: DER: Dynamically Expandable Representation for Class Incremental Learning. Coil: Co-Transport for Class-Incremental Learning. Reproduced Results CIFAR100. Imagenet100. More experimental details and results are shown in our paper. How To Use Clone. Clone this github repository: WebAuthorA, et al. Sci China Inf Sci 2 0 20 40 60 80 100 Incremental Stage 0 20 40 60 80 100 Accuracy (%) Finetune Replay iCaRL BiC WA DER GEM PodNet LwF EWC Oracle
Dynamically expandable representation
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WebDER: Dynamically Expandable Representation for Class Incremental Learning. Shipeng Yan*, Jiangwei Xie*, Xuming He. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.(Oral) Distribution Alignment: A Unified Framework for Long-tail Visual Recognition. Songyang Zhang, Zeming Li, Shipeng Yan, Xuming He, Jian Sun. WebIn this work, we present a Multi-criteria Subset Selection approach that can stabilize and advance replay-based continual learning. The method picks rehearsal samples by integrating multiple criteria, including distance to prototype, intra-class cluster variation, and classifier loss. By doing so, it maximizes the comprehensive representation ...
WebWe dynamically expand the representation according to the complexity of novel concepts by introducing a channel-level mask-based pruning strategy. Moreover, we introduce an … Weba dynamically expandable representation (DER) that incre-mentally augments previously learned representation with novel features and a two-stage learning …
Webto expand its size, if the old network sufficiently explains the new task. On the other hand, it might need to add in many neurons if the task is very different from the existing ones. Hence, the model needs to dynamically add in only the necessary number of neurons. WebJun 28, 2024 · We dynamically expand the representation according to the complexity of novel concepts by introducing a channel-level mask-based pruning strategy. Moreover, we introduce an auxiliary loss to ...
WebMar 30, 2024 · We dynamically expand the representation according to the complexity of novel concepts by introducing a channel-level mask-based pruning strategy. Moreover, we introduce an auxiliary loss to...
Webwith selective parameter sharing and dynamic layer expansion. 1) Achieving scalability and efficiency in training: If the network grows in capacity, training cost per task will … devon\\u0027s father on young and restlessWebApr 7, 2024 · Lifelong learning with dynamically expandable networks. In International Conference on Learning Representations (ICLR), 2024. 2 Side-tuning: A baseline for network adaptation via additive side ... devon\u0027s father on y\u0026rWebApr 10, 2024 · Specifically, we first dynamically expand new modules to fit the residuals of the target and the original model. Next, we remove redundant parameters and feature dimensions through an effective ... church in canton msWebnew two-stage learning method that uses dynamic expandable representation for more effective incre-mental conceptual modelling. Among these meth-ods, memory-based methods are the most effective in NLP tasks (Wang et al.,2024;Sun et al.,2024; d’Autume et al.,2024). Inspired by the success of memory-based methods in the field of NLP, we church in carndonaghWebWe dynamically expand the representation according to the complexity of novel concepts by introducing a channel-level mask-based pruning strategy. Moreover, we introduce an auxiliary loss to encourage the model to learn diverse and discriminate features for novel concepts. We conduct extensive experiments on the three class incremental learning ... church in cardiffWebJSTOR Home church incarnationWebApr 8, 2024 · Specifically, we introduce a flexible class representation based on the von Mises-Fisher mixture model to capture the intra-class structure, using an expansion-and-reduction strategy to dynamically increase the number of components according to the class complexity. ... DER: Dynamically Expandable Representation for Class … church incarnation charlottesville