The Situation Monitor utilizes the Diversity-based Budding Ensemble Architecture (DBEA) and increases the OOD performance by integrating a diversity loss into the training process on top of the budding ensemble architecture, detecting Far-OOD samples and minimizing false positives on Near-OOD samples.
Jun 5, 2024
In summary, this paper introduces a Situation Monitor driven by zero-shot learning, which integrates a novel Diversity- based Budding Ensemble Architecture ( ...
Jun 5, 2024 · The Situation Monitor utilizes the Diversity-based Budding Ensemble Architecture (DBEA) and increases the OOD performance by integrating a ...
Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution ...
www.computer.org › csdl › cvprw
The Situation Monitor utilizes the Diversity-based Budding Ensemble Architecture (DBEA) and increases the OOD performance by integrating a diversity loss into ...
Jun 5, 2024 · The Situation Monitor utilizes the Diversity-based Budding Ensemble Architecture (DBEA) and increases the OOD performance by integrating a ...
Extension of Situation Monitor on Unseen Novel Objects. In this section, we utilize the KITTI dataset to explore the Situation Monitor's (SM) capability in ...
Jun 5, 2024 · The paper proposes a "Budding Ensemble Architecture" (BEA) for zero-shot OOD object detection. BEA consists of an ensemble of object detection ...
Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution Detection using Budding Ensemble Architecture for Object Detection · S. QutubMichael Paulitsch
We introduce Situation Monitor, a novel zero-shot Out-of-Distribution (OOD) detection approach for transformer-based object detection models to enhance ...
We introduce Situation Monitor, a novel zero-shot Out-of-Distribution (OOD) detection approach for transformer-based object detection models to enhance ...