MODEL_ZOO.md · gvraky/RotationDetection

## DOTA1.0 (Task1)
| Model | Neck | Backbone | Training/test dataset | mAP | Model Link | Anchor | Angle Pred. | Reg. Loss| Angle Range | lr schd | Data Augmentation | GPU | Image/GPU | Configs | 
|:------------:|:------------:|:------------:|:------------:|:-----------:|:----------:|:-----------:|:-----------:|:-----------:|:---------:|:---------:|:---------:|:---------:|:---------:|:---------:| 
| [RetinaNet-H](https://arxiv.org/abs/1908.05612) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 64.17 | [Baidu Drive (j5l0)](https://pan.baidu.com/s/1Qh_LE6QeGsOBYqMzjAESsA) | H | Reg. | smooth L1 | **180** | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_v15.py](./libs/configs/DOTA/retinanet/cfgs_res50_dota_v15.py) |
| [RetinaNet-H](https://arxiv.org/abs/1908.05612) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 65.73 | [Baidu Drive (jum2)](https://pan.baidu.com/s/19-hEtCGxLfYuluTATQJpdg) | H | Reg. | smooth L1 | **90** | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_v4.py](./libs/configs/DOTA/retinanet/cfgs_res50_dota_v4.py) |
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| [RSDet](https://arxiv.org/pdf/1911.08299) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 67.27 | [Baidu Drive (6nt5)](https://pan.baidu.com/s/1-4iXqRMvCOIEtrMFwtXyew) | H | Reg. | modulated loss | - | 2x | × | 8X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_rsdet_v2.py](./libs/configs/DOTA/rsdet/cfgs_res50_dota_rsdet_v2.py) |
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| [RefineRetinaNet](https://arxiv.org/abs/1908.05612) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 70.75 | [Baidu Drive (bfa8)](https://pan.baidu.com/s/1PCY_8TiLz9ErFMR3GUjQWg) | H->R | Reg. | smooth L1 | 90 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_refine_retinanet_v1.py](./libs/configs/DOTA/refine_retinanet/cfgs_res50_dota_refine_retinanet_v1.py) |
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| [R3Det](https://arxiv.org/abs/1908.05612) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 70.66 | [Baidu Drive (30lt)](https://pan.baidu.com/s/143sGeLNjXzcpxi9GV7FVyA) | H->R | Reg. | smooth L1 | 90 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_r3det_v1.py](./libs/configs/DOTA/r3det/cfgs_res50_dota_r3det_v1.py) |
| [R3Det*](https://arxiv.org/abs/1908.05612) | FPN | ResNet101_v1d 600->800 | DOTA1.0 trainval/test | 73.79 | [Baidu Drive (d7qp)](https://pan.baidu.com/s/1GnRbedKDfpgeYB1rUlwObQ) | H->R | Reg. | iou-smooth L1 | 90 | 3x | √ | 4X GeForce RTX 2080 Ti | 1 | [cfgs_res101_dota_r3det_v19.py](./libs/configs/DOTA/r3det/cfgs_res101_dota_r3det_v19.py) |
| [R3Det*](https://arxiv.org/abs/1908.05612) | FPN | ResNet152_v1d 600->800 | DOTA1.0 trainval/test | 74.54 | [Baidu Drive (73bc)](https://pan.baidu.com/s/1WElLJwx15Gmu_gWUj4gE3A) | H->R | Reg. | iou-smooth L1 | 90 | 3x | √ | 4X GeForce RTX 2080 Ti | 1 | [cfgs_res152_dota_r3det_v25.py](./libs/configs/DOTA/r3det/cfgs_res152_dota_r3det_v25.py) |
| [R3Det](https://arxiv.org/abs/1908.05612) | FPN | ResNet152_v1d 600->MS (+Flip) | DOTA1.0 trainval/test | 76.23 (+0.24) | [model](https://drive.google.com/file/d/1GkpiSPN-cAnvDISk5d4kjrV3Tqti_mbj/view?usp=sharing) | H->R | Reg. | iou-smooth L1 | 90 | 4x | √ | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res152_dota_r3det_v3.py](./libs/configs/DOTA/r3det/cfgs_res152_dota_r3det_v3.py) | 
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| [CSL](https://arxiv.org/abs/2003.05597) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 65.69 | [Baidu Drive (kgr3)](https://pan.baidu.com/s/1gvkLhyoIMqVKWsSK38wyrw) | H | **Cls.: Gaussian (r=6, w=1)** | smooth L1 | 180 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_v1.py](./libs/configs/DOTA/csl/cfgs_res50_dota_v1.py) |
| [CSL](https://arxiv.org/abs/2003.05597) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 67.38 | [Baidu Drive (g3wt)](https://pan.baidu.com/s/1nrIs-oYA53qQzlPjqYkMJQ) | H | **Cls.: Gaussian (r=1, w=10)** | smooth L1 | 180 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_v45.py](./libs/configs/DOTA/csl/cfgs_res50_dota_v45.py) |
| [CSL](https://arxiv.org/abs/2003.05597) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 68.73 | [Baidu Drive (3a4t)](https://pan.baidu.com/s/1yC-b9Y4ZVgVkQvpPRRLmhw) | H | **Cls.: Pulse (w=1)** | smooth L1 | 180 | 2x | × | 2X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_v41.py](./libs/configs/DOTA/csl/cfgs_res50_dota_v41.py) |
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| [R2CNN](https://arxiv.org/abs/1706.09579) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 72.27 | [Baidu Drive (wt2b)](https://pan.baidu.com/s/1R_31U2jl7gj6OMvirURnsg) | H->R | Reg. | smooth L1 | 90 | 1x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_v1.py](./libs/configs/DOTA/r2cnn/cfgs_res50_dota_v1.py) |
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 | [DCL](https://arxiv.org/abs/2011.09670) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 67.39 | [Baidu Drive (p9tu)](https://pan.baidu.com/s/1TZ9V0lTTQnMhiepxK1mdqg) | H | **Cls.: BCL (w=180/256)** | smooth L1 | 180 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_dcl_v5.py](./libs/configs/DOTA/dcl/cfgs_res50_dota_dcl_v5.py) |
 | [DCL](https://arxiv.org/abs/2011.09670) | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 67.02 | [Baidu Drive (mcfg)](https://pan.baidu.com/s/1sadSnSdQDjJyqSTJviWHdg) | H | **Cls.: GCL (w=180/256)** | smooth L1 | 180 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_dcl_v10.py](./libs/configs/DOTA/dcl/cfgs_res50_dota_dcl_v10.py) |
 | [DCL](https://arxiv.org/abs/2011.09670) | FPN | ResNet152_v1d **600->MS** | DOTA1.0 trainval/test | 73.88 | [Baidu Drive (a7du)](https://pan.baidu.com/s/1J9gmrYLINfjtgDkVAqp-Ww) | H | **Cls.: BCL (w=180/256)** | smooth L1 | 180 | 2x | √ | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res152_dota_dcl_v1.py](./libs/configs/DOTA/dcl/cfgs_res152_dota_dcl_v1.py) |
 | **[Refine-DCL](https://arxiv.org/abs/2011.09670)** | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 70.63| [Baidu Drive (6bv5)](https://pan.baidu.com/s/1IlIjK6NLPQfLqMnPo7p6sw) | H->R | **Cls.: BCL (w=180/256)** | iou-smooth L1 | 90->180 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_refine_dcl_v1.py](./libs/configs/DOTA/r3det_dcl/cfgs_res50_dota_refine_dcl_v1.py) |
 | **[R3Det-DCL](https://arxiv.org/abs/2011.09670)** | FPN | ResNet50_v1d 600->800 | DOTA1.0 trainval/test | 71.21| [Baidu Drive (jueq)](https://pan.baidu.com/s/1XR31i3T-C5R16giBxQUNWw) | H->R | **Cls.: BCL (w=180/256)** | iou-smooth L1 | 90->180 | 2x | × | 3X GeForce RTX 2080 Ti | 1 | [cfgs_res50_dota_r3det_dcl_v1.py](./libs/configs/DOTA/r3det_dcl/cfgs_res50_dota_r3det_dcl_v1.py) |
 | **[R3Det-DCL](https://arxiv.org/abs/2011.09670)** | FPN | ResNet152_v1d 600->MS (+Flip) | DOTA1.0 trainval/test | 76.70 (+0.27) | [Baidu Drive (2iov)](https://pan.baidu.com/s/1UVcCrhcUwTFvWpJaoIToCA) | H->R | **Cls.: BCL (w=180/256)** | iou-smooth L1 | 90->180 | 4x | √ | 4X GeForce RTX 2080 Ti | 1 | [cfgs_res152_dota_r3det_dcl_v1.py](./libs/configs/DOTA/r3det_dcl/cfgs_res152_dota_r3det_dcl_v1.py) |

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