Methods › General › Neural Architecture Search › DetNAS
DetNAS
Introduced by Yukang Chen et al. in DetNAS: Backbone Search for Object Detection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DetNAS is a neural architecture search algorithm for the design of better backbones for object detection. It is based on the technique of one-shot supernet, which contains all possible networks in the search space. The supernet is trained under the typical detector training schedule: ImageNet pre-training and detection fine-tuning. Then, the architecture search is performed on the trained supernet, using the detection task as the guidance. DetNAS uses evolutionary search as opposed to RL-based methods or gradient-based methods.
Papers archive 2025-07-28
3 shown of 3, 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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SP-NAS: Serial-to-Parallel Backbone Search for Object Detection 1 Jun 2020 · 6 repositories
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Fast Neural Network Adaptation via Parameter Remapping and Architecture Search 8 Jan 2020 · 0 repositories · arXiv:2001.02525Syntology ran 1 of 2 samples · 1 unverified
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DetNAS: Backbone Search for Object Detection 26 Mar 2019 · 2 repositories · arXiv:1903.10979Syntology ran 0 of 8 samples · 8 unverified
Tasks archive 2025-07-28
9 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 | 3 |
| Object Detection | 3 |
| object-detection | 3 |
| General Classification | 2 |
| Image Classification | 2 |
| image-classification | 2 |
| Object | 1 |
| Segmentation | 1 |
| Semantic Segmentation | 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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections