Aug 29, 2023 � We propose Prototype Fission(PF) to divide class-wise latent spaces into compact sub-spaces by automatic fine-grained latent space mining, driven by coarse-�...

Aug 29, 2023 � To close the ID distribution set so that OODs are better rejected for safe SSL, we propose Prototype Fission(PF) to divide class-wise latent�...

Aug 29, 2023 � Prototype Fission: Closing Set for Robust Open-set Semi-supervised Learning. Xuwei Tan1,2,* , Yi-Jie Huang 1, Yaqian Li 1,†. 1 OPPO Research�...

Instead of "opening set", i. e., modeling OOD distribution, Prototype Fission "closes set" and makes it hard for OOD samples to fit in sub-class latent space.

Co-authors ; Prototype Fission: Closing Set for Robust Open-set Semi-supervised Learning. X Tan, YJ Huang, Y Li. arXiv preprint arXiv:2308.15575, 2023. 1, 2023.

Instead of "opening set", i. e., modeling OOD distribution, Prototype Fission "closes set" and makes it hard for OOD samples to fit in sub-class latent space.

This paper addresses the development of mechanisms for the creation of OSSD exchanges that could be used by developers across any geographical range.

This work proposes a novel Prototype Mining And Learning (PMAL) framework, which has a prototype mining mechanism before the phase of optimizing embedding�...

Prototype fission: Closing set for robust open-set semi- supervised learning. arXiv preprint arXiv:2308.15575, 2023. Jeffrey S Vitter. Random sampling with�...

Prototype Fission: Closing Set for Robust Open-set Semi-supervised Learning. Xuwei Tan, Yi-Jie Huang, Yaqian Li. Aug 29 2023. cs.LG, cs.CV. Semi-supervised�...