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I believe you're referring to ODIN, RQT (likely the rqt plugin system in ROS), and a function like close() or best practices — possibly for a GUI or logging tool.
However, I couldn’t find a specific article titled “odin rqtclose best”. Could you please clarify:
rqt plugin or a function to close windows/nodes cleanly?If you meant best practices for closing ROS rqt GUI nodes cleanly, here’s a quick summary of what a good article would cover:
rqt_gui with rqt_py_common to handle shutdown signals.shutdown_plugin() to release resources.rospy.on_shutdown() or rclpy shutdown hooks.If you can share a link or full title you have in mind, I can help analyze or summarize the good article for you.
The paper you are looking for is titled "ODIN: Out-of-Distribution detector for Neural networks", specifically referring to the ODIN method which introduced the use of temperature scaling and input preprocessing to detect out-of-distribution (OOD) data [1, 2].
While "rqtclose" appears to be a specific parameter or variable name used in certain code implementations or evaluations related to the paper, the core research and methodology are found in: Primary Research Paper
Title: A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks (Original Baseline) odin rqtclose best
Title: Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks (The specific ODIN paper) [1, 4] Authors: Shiyu Liang, Yixuan Li, and R. Srikant [2, 4] Publication: Published in ICLR 2018 [2, 4] Key Concepts of ODIN Temperature Scaling: ODIN uses a temperature parameter (
) to scale the softmax outputs, which helps to separate the distributions of "in-distribution" and "out-of-distribution" data more effectively [2, 3].
Input Preprocessing: It adds small perturbations to the input images to further increase the softmax score of in-distribution samples relative to OOD samples [3, 4].
Performance: The "best" configurations mentioned in discussions often refer to the specific hyperparameters (
for perturbation) that yield the highest AUROC (Area Under the Receiver Operating Characteristic curve) [1, 5].
Based on the terms provided, this guide interprets "odin rqtclose best" as a request for the best method to close or terminate an RQT (ROS Qt Framework) instance within the ODIN autonomy stack (commonly used in ROS-based robotics). I believe you're referring to ODIN , RQT
In the context of ODIN (Open Drone Interoperability Network) or similar ROS-based autonomy systems, rqt is the primary GUI tool. Closing it improperly can leave background nodes running or lock resources.
Here is the guide to the best practices for closing RQT in an ODIN environment.
Most players never achieve the "odin rqtclose best" setup because they don't know the quest chain. While each server calls it something different, the classic path is:
Warning: This grind takes 100+ hours on low-rate servers. It is meant for the dedicated.
If you are running specific ODIN RQT plugins (e.g., for payload control or telemetry) and want to close just that plugin without closing the whole RQT window:
You are looking for a paper discussing Odin (a robotics/AI framework or a person's work), rqt (ROS Qt-based GUI tool), and closing or selecting the best action/plugin.
But “rqtclose” might be a typo for rqt_close or a custom rqt plugin for closing nodes/views. ODIN — Do you mean the ODIN radar
If you meant: "Odin rqt close best" as in — a paper on optimal closure or selection of best actions in a decision-making system using Odin and rqt visualization — then no widely known paper exists under that exact phrase.
However, I can give you the closest high-quality papers in relevant areas:
If RQT freezes (common in high-load simulations) and standard closing methods fail:
ps aux | grep rqt
kill -9 <PID>
(Replace <PID> with the number found in the previous step).You cannot have the best Odin without the correct stats. Forget the standard Knight build. Here is the optimized Odin Proc stat spread (Base Level 99, Pre-Renewal standards):
Auction Tip: On servers with Rune Knight (3rd classes), swap AGI for DEX. Use Two-Handed Sword Quicken to cap ASPD, then dump points into STR and DEX.
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