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Chrisfsj2051 authored
* Implement NAS-FCOS 1. Supports NASFCOS 2. Added NASFCOS_FPN 3. Added NASFCOS_Head 4. Added r50 config * Revert "Implement NAS-FCOS" This reverts commit ebae11cbbdc5b4f3cc7226c763e9254c94a9c92b. * Revert "Revert "Implement NAS-FCOS"" This reverts commit 32bca597859a447de62ddf0f2c2f482809730da9. * Implement NASFCOS 1. Supports NASFCOS 2. Added NASFCOS_FPN 3. Added NASFCOS_Head 4. Added r50 config * reformatted & use list to build convs in head 1. code refornatted 2. add docstring in nasfcos_head.py 3. use a list of conv config to build convs, rather than names * cells merged 1. merge cells in nasfpn ans nasfcos_fpn 2. add nasfpn_cell_factory.py * reformatted * fixed * fixed * Update nasfpn_cell_factory.py * pre-commit * bug fixed * renamed&moved * not done * fixed * fixed * Delete remove_parawise_cfg_nasfcos_r50_nashead_4x4_coco.py * fixed * Create 1x_bias_lr.py * Revert "Create 1x_bias_lr.py" This reverts commit 54602ded283a8f646aebfa0f216350fd2ce82e6d. * fixed * fixed * fixed docstring * init modified * formatted * fixed * updated * fixed * fixed * fixed * fixed * fixed * fixed * pass test * fixed * fixed * fixed * rename * 123 * nasfcos_readme * Update README.md * rename & leave empty * GN->GN-head in README * fixed
Chrisfsj2051 authored* Implement NAS-FCOS 1. Supports NASFCOS 2. Added NASFCOS_FPN 3. Added NASFCOS_Head 4. Added r50 config * Revert "Implement NAS-FCOS" This reverts commit ebae11cbbdc5b4f3cc7226c763e9254c94a9c92b. * Revert "Revert "Implement NAS-FCOS"" This reverts commit 32bca597859a447de62ddf0f2c2f482809730da9. * Implement NASFCOS 1. Supports NASFCOS 2. Added NASFCOS_FPN 3. Added NASFCOS_Head 4. Added r50 config * reformatted & use list to build convs in head 1. code refornatted 2. add docstring in nasfcos_head.py 3. use a list of conv config to build convs, rather than names * cells merged 1. merge cells in nasfpn ans nasfcos_fpn 2. add nasfpn_cell_factory.py * reformatted * fixed * fixed * Update nasfpn_cell_factory.py * pre-commit * bug fixed * renamed&moved * not done * fixed * fixed * Delete remove_parawise_cfg_nasfcos_r50_nashead_4x4_coco.py * fixed * Create 1x_bias_lr.py * Revert "Create 1x_bias_lr.py" This reverts commit 54602ded283a8f646aebfa0f216350fd2ce82e6d. * fixed * fixed * fixed docstring * init modified * formatted * fixed * updated * fixed * fixed * fixed * fixed * fixed * fixed * pass test * fixed * fixed * fixed * rename * 123 * nasfcos_readme * Update README.md * rename & leave empty * GN->GN-head in README * fixed
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README.md 1.67 KiB
NAS-FCOS: Fast Neural Architecture Search for Object Detection
Introduction
@article{wang2019fcos,
title={Nas-fcos: Fast neural architecture search for object detection},
author={Wang, Ning and Gao, Yang and Chen, Hao and Wang, Peng and Tian, Zhi and Shen, Chunhua},
journal={arXiv preprint arXiv:1906.04423},
year={2019}
}Results and Models
| Head | Backbone | Style | GN-head | Lr schd | Mem (GB) | Inf time (fps) | box AP | Download |
|---|---|---|---|---|---|---|---|---|
| NAS-FCOSHead | R-50 | caffe | Y | 1x | 39.4 | model | log | ||
| FCOSHead | R-50 | caffe | Y | 1x | 38.5 | model | log |
Notes:
- To be consistent with the author's implementation, we use 4 GPUs with 4 images/GPU.