Methods › Computer Vision › Object Detection Models › NAS-FCOS
NAS-FCOS
Introduced by Ning Wang et al. in NAS-FCOS: Fast Neural Architecture Search for Object Detection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
NAS-FCOS consists of two sub networks, an FPN f and a set of prediction heads h which have shared structures. One notable difference with other FPN-based one-stage detectors is that our heads have partially shared weights. Only the last several layers of the predictions heads (marked as yellow) are tied by their weights. The number of layers to share is decided automatically by the search algorithm. Note that both FPN and head are in our actual search space; and have more layers than shown in this figure.
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.
-
Representation Sharing for Fast Object Detector Search and Beyond 23 Jul 2020 · 1 repository · arXiv:2007.12075
-
NAS-FCOS: Fast Neural Architecture Search for Object Detection 11 Jun 2019 · 3 repositories · arXiv:1906.04423Syntology ran 0 of 7 samples · 7 unverified
Tasks archive 2025-07-28
11 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 |
|---|---|
| GPU | 2 |
| Neural Architecture Search | 2 |
| Object | 2 |
| Object Detection | 2 |
| object-detection | 2 |
| Decoder | 1 |
| FAD | 1 |
| Instance Segmentation | 1 |
| Region Proposal | 1 |
| Reinforcement Learning | 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