Name
Title | ||
|---|---|---|
I Am Guessing You Can'T Recognize This: Generating Adversarial Images For Object Detection Using Spatial Commonsense (Student Abstract) |
Abstract | ||
|---|---|---|
Can we automatically predict failures of an object detection model on images from a target domain? We characterize errors of a state-of-the-art object detection model on the currently popular smart mobility domain, and find that a large number of errors can be identified using spatial commonsense. We propose CSK-SNIFFER, a system that automatically identifies a large number of such errors based on commonsense knowledge. Our system does not require any new annotations and can still find object detection errors with high accuracy (more than 80% when measured by humans). This work lays the foundation to answer exciting research questions on domain adaptation including the ability to automatically create adversarial datasets for target domain. |
Year | DOI | Venue |
|---|---|---|
2020 | 10.1609/AAAI.V34I10.7166 | AAAI |
DocType | Volume | Issue |
Conference | 34 | 10 |
ISSN | Citations | PageRank |
2159-5399 | 0 | 0.34 |
References | Authors | |
0 | 3 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Anurag Garg | 1 | 0 | 0.34 |
| Niket Tandon | 2 | 146 | 17.32 |
| Aparna S. Varde | 3 | 188 | 28.71 |