Shortcuts

Benchmark and Model Zoo

  • Rotated RetinaNet-OBB/HBB (ICCV’2017)

  • Rotated FasterRCNN-OBB (TPAMI’2017)

  • Rotated RepPoints-OBB (ICCV’2019)

  • RoI Transformer (CVPR’2019)

  • Gliding Vertex (TPAMI’2020)

  • R3Det (AAAI’2021)

  • S2A-Net (TGRS’2021)

  • ReDet (CVPR’2021)

  • Beyond Bounding-Box (CVPR’2021)

  • Oriented R-CNN (ICCV’2021)

  • GWD (ICML’2021)

  • KLD (NeurIPS’2021)

  • SASM (AAAI’2022)

  • KFIoU (arXiv)

  • G-Rep (stay tuned)

Results on DOTA v1.0

Backbone mAP Angle lr schd Mem (GB) Inf Time (fps) Aug Batch Size Configs Download
ResNet50 (1024,1024,200) 59.44 oc 1x 3.45 15.6 - 2 rotated_reppoints_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 64.55 oc 1x 3.38 15.7 - 2 rotated_retinanet_hbb_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 66.45 oc 1x 3.53 15.3 - 2 sasm_reppoints_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 68.42 le90 1x 3.38 16.9 - 2 rotated_retinanet_obb_r50_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 68.79 le90 1x 2.36 22.4 - 2 rotated_retinanet_obb_r50_fpn_fp16_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 69.49 le135 1x 4.05 8.6 - 2 g_reppoints_r50_fpn_1x_dota_le135 model | log
ResNet50 (1024,1024,200) 69.55 oc 1x 3.39 15.5 - 2 rotated_retinanet_hbb_gwd_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 69.60 le90 1x 3.38 15.1 - 2 rotated_retinanet_hbb_kfiou_r50_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 69.63 le135 1x 3.45 16.1 - 2 cfa_r50_fpn_1x_dota_le135 model | log
ResNet50 (1024,1024,200) 69.76 oc 1x 3.39 15.6 - 2 rotated_retinanet_hbb_kfiou_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 69.77 le135 1x 3.38 15.3 - 2 rotated_retinanet_hbb_kfiou_r50_fpn_1x_dota_le135 model | log
ResNet50 (1024,1024,200) 69.79 le135 1x 3.38 17.2 - 2 rotated_retinanet_obb_r50_fpn_1x_dota_le135 model | log
ResNet50 (1024,1024,200) 69.80 oc 1x 3.54 12.4 - 2 r3det_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 69.94 oc 1x 3.39 15.6 - 2 rotated_retinanet_hbb_kld_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 70.18 oc 1x 3.23 15.6 - 2 r3det_tiny_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 71.83 oc 1x 3.54 12.4 - 2 r3det_kld_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 72.68 oc 1x 3.62 12.2 - 2 r3det_kfiou_ln_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 72.76 oc 1x 3.44 14.0 - 2 r3det_tiny_kld_r50_fpn_1x_dota_oc model | log
ResNet50 (1024,1024,200) 73.23 le90 1x 8.45 16.4 - 2 gliding_vertex_r50_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 73.40 le90 1x 8.46 16.5 - 2 rotated_faster_rcnn_r50_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 73.45 oc 40e 3.45 16.1 - 2 cfa_r50_fpn_40e_dota_oc model | log
ResNet50 (1024,1024,200) 73.91 le135 1x 3.14 15.5 - 2 s2anet_r50_fpn_1x_dota_le135 model | log
ResNet50 (1024,1024,200) 74.19 le135 1x 2.17 17.4 - 2 s2anet_r50_fpn_fp16_1x_dota_le135 model | log
ResNet50 (1024,1024,200) 75.63 le90 1x 7.37 21.2 - 2 oriented_rcnn_r50_fpn_fp16_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 75.69 le90 1x 8.46 16.2 - 2 oriented_rcnn_r50_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 75.75 le90 1x 7.56 19.3 - 2 roi_trans_r50_fpn_fp16_1x_dota_le90 model | log
ReResNet50 (1024,1024,200) 75.99 le90 1x 7.71 13.3 - 2 redet_re50_refpn_fp16_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 76.08 le90 1x 8.67 14.4 - 2 roi_trans_r50_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 76.50 le90 1x 17.5 MS+RR 2 rotated_retinanet_obb_r50_fpn_1x_dota_ms_rr_le90 model | log
ReResNet50 (1024,1024,200) 76.68 le90 1x 9.32 10.9 - 2 redet_re50_refpn_1x_dota_le90 model | log
Swin-tiny (1024,1024,200) 77.51 le90 1x 10.9 - 2 roi_trans_swin_tiny_fpn_1x_dota_le90 model | log
ResNet50 (1024,1024,200) 79.66 le90 1x 14.4 MS+RR 2 roi_trans_r50_fpn_1x_dota_ms_le90 model | log
ReResNet50 (1024,1024,200) 79.87 le90 1x 10.9 MS+RR 2 redet_re50_refpn_1x_dota_ms_rr_le90 model | log
  • MS means multiple scale image split.

  • RR means random rotation.

The above models are trained with 1 * 1080Ti and inferred with 1 * 2080Ti.

Read the Docs v: v0.1.1
Versions
latest
stable
v0.1.1
v0.1.0
main
dev
Downloads
On Read the Docs
Project Home
Builds

Free document hosting provided by Read the Docs.