most citedEvaluation Metrics for Object Detection for Autonomous Systems

6 citations · 7 across the 5 of their papers we have counts for

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5 papers

cs.RO2022

Synthesizing Reactive Test Environments for Autonomous Systems: Testing Reach-Avoid Specifications with Multi-Commodity Flows

Apurva Badithela, Josefine B. Graebener, Wyatt Ubellacker +3

We study automated test generation for verifying discrete decision-making modules in autonomous systems. We utilize linear temporal logic to encode the requirements on the system u…

cs.RO20226 cited

Evaluation Metrics for Object Detection for Autonomous Systems

Apurva Badithela, Tichakorn Wongpiromsarn, Richard M. Murray

This paper studies the evaluation of learning-based object detection models in conjunction with model-checking of formal specifications defined on an abstract model of an autonomou…

eess.SY2022

Towards Better Test Coverage: Merging Unit Tests for Autonomous Systems

Josefine Graebener, Apurva Badithela, Richard M. Murray

We present a framework for merging unit tests for autonomous systems. Typically, it is intractable to test an autonomous system for every scenario in its operating environment. The…

eess.SY20211 cited

Synthesis of Static Test Environments for Observing Sequence-like Behaviors in Autonomous Systems

Apurva Badithela, Richard M. Murray

In this paper, we investigate formal test-case generation for high-level mission objectives, specifically reachability, of autonomous systems. We use Kripke structures to represent…

eess.SY2021

Leveraging Classification Metrics for Quantitative System-Level Analysis with Temporal Logic Specifications

Apurva Badithela, Tichakorn Wongpiromsarn, Richard M. Murray

In many autonomy applications, performance of perception algorithms is important for effective planning and control. In this paper, we introduce a framework for computing the proba…