Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning

no code implementations • 2 Dec 2023 • Soumya Roy, Vinay K Verma, Deepak Gupta

Our work proposes a simple filter and channel expansion based method that grows the model over the previous task parameters and not just over the global parameter.

Class Incremental Learning Incremental Learning +1

Active learning with version spaces for object detection

no code implementations • 22 Nov 2016 • Soumya Roy, Vinay P. Namboodiri, Arijit Biswas

Previous works on object detection model the problem as a structured regression problem which ranks the correct bounding boxes more than the background ones.

Active Learning Object +3