Methods › Computer Vision › Light-weight neural networks › MobileDet
MobileDet
Introduced by Yunyang Xiong et al. in MobileDets: Searching for Object Detection Architectures for Mobile Accelerators
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
MobileDet is an object detection model developed for mobile accelerators. MobileDets uses regular convolutions extensively on EdgeTPUs and DSPs, especially in the early stage of the network where depthwise convolutions tend to be less efficient. This helps boost the latency-accuracy trade-off for object detection on accelerators, provided that they are placed strategically in the network via neural architecture search. By incorporating regular convolutions in the search space and directly optimizing the network architectures for object detection, an efficient family of object detection models is obtained.
Papers archive 2025-07-28
2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Multi-Objective Evolutionary for Object Detection Mobile Architectures Search 5 Nov 2022 · 0 repositories · arXiv:2211.02791
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MobileDets: Searching for Object Detection Architectures for Mobile Accelerators 30 Apr 2020 · 4 repositories · arXiv:2004.14525Syntology ran 0 of 10 samples · 10 unverified
Tasks archive 2025-07-28
8 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Neural Architecture Search | 2 |
| Object | 2 |
| Object Detection | 2 |
| object-detection | 2 |
| CPU | 1 |
| GPU | 1 |
| Image Classification | 1 |
| image-classification | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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