Multi-View Active Fine-Grained Visual Recognition

R Du, W Yu, H Wang, TE Lin… - Proceedings of the …, 2023 - openaccess.thecvf.com
Despite the remarkable progress of Fine-grained visual classification (FGVC) with years of
history, it is still limited to recognizing 2 images. Recognizing objects in the physical world …

Learn to categorize or categorize to learn? self-coding for generalized category discovery

S Rastegar, H Doughty… - Advances in Neural …, 2024 - proceedings.neurips.cc
In the quest for unveiling novel categories at test time, we confront the inherent limitations of
traditional supervised recognition models that are restricted by a predefined category set …

Labeled Data Selection for Category Discovery

B Zhao, N Lang, S Belongie, O Mac Aodha - arXiv preprint arXiv …, 2024 - arxiv.org
Category discovery methods aim to find novel categories in unlabeled visual data. At
training time, a set of labeled and unlabeled images are provided, where the labels …

Novel Class Discovery for Representation of Real-World Heritage Data as Neural Radiance Fields (Student Abstract)

S Kundargi, T Anvekar, R Tabib… - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Abstract Neural Radiance Fields (NeRF) have been extensively explored as a leading
approach for modeling and representing 3D data across various domains. Their ability to …

YOLOOC: YOLO-based Open-Class Incremental Object Detection with Novel Class Discovery

Q Wan, X Xiang, Q Zhou - arXiv preprint arXiv:2404.00257, 2024 - arxiv.org
Because of its use in practice, open-world object detection (OWOD) has gotten a lot of
attention recently. The challenge is how can a model detect novel classes and then …

[PDF][PDF] Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery Supplementary Materials

S Rastegar, H Doughty, CGM Snoek - proceedings.neurips.cc
Probabilistic Notations. We denote the input random variable with X and the category
random variable with C. The category code random variable, which we define as the …

On Incorporating new Variables during Evaluation

H Bhasin, S Ghosh - NeurIPS 2023 Second Table Representation Learning … - openreview.net
Any classification or regression model needs access to the same features and input that
were utilized to train the model. However in real world scenarios, several models are in …