@@ -4,6 +4,59 @@ sahi benchmark on visdrone and xview datasets using [fcos](https://arxiv.org/abs
44
55refer to [ Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection] ( https://arxiv.org/abs/2202.06934 ) for full technical analysis
66
7+ # visdrone results
8+
9+ refer to table 1 in [ Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection] ( https://arxiv.org/abs/2202.06934 ) for more detail on visdrone results
10+
11+ [ fcos_fi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/fcos_fi_visdrone_results.zip
12+ [ fcos_sahi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/fcos_sahi_po_visdrone_results.zip
13+ [ fcos_sahi_fi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/fcos_sahi_fi_po_visdrone_results.zip
14+ [ fcos_sf_sahi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/fcos_sf_sahi_po_visdrone_results.zip
15+ [ fcos_sf_sahi_fi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/fcos_sf_sahi_fi_po_visdrone_results.zip
16+
17+ [ vfnet_fi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/vfnet_fi_visdrone_results.zip
18+ [ vfnet_sahi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/vfnet_sahi_po_visdrone_results.zip
19+ [ vfnet_sahi_fi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/vfnet_sahi_fi_po_visdrone_results.zip
20+ [ vfnet_sf_sahi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/vfnet_sf_sahi_po_visdrone_results.zip
21+ [ vfnet_sf_sahi_fi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/vfnet_sf_sahi_fi_po_visdrone_results.zip
22+
23+ [ tood_fi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_fi_visdrone_results.zip
24+ [ tood_sahi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sahi_visdrone_results.zip
25+ [ tood_sahi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sahi_po_visdrone_results.zip
26+ [ tood_sahi_fi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sahi_fi_visdrone_results.zip
27+ [ tood_sahi_fi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sahi_fi_po_visdrone_results.zip
28+
29+ [ tood_sf_fi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sf_fi_visdrone_results.zip
30+ [ tood_sf_sahi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sf_sahi_visdrone_results.zip
31+ [ tood_sf_sahi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sf_sahi_po_visdrone_results.zip
32+ [ tood_sf_sahi_fi_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sf_sahi_fi_visdrone_results.zip
33+ [ tood_sf_sahi_fi_po_visdrone_results_url ] : https://github.com/fcakyon/sahi-benchmark/releases/download/v0.0.1/tood_sf_sahi_fi_po_visdrone_results.zip
34+
35+ | setup | AP<sub >50</sub > | AP<sub >50</sub >s | AP<sub >50</sub >m | AP<sub >50</sub >l | results |
36+ | --- | --- | --- | --- | --- | --- |
37+ |FCOS+FI |25.8 |14.2 |39.6 |45.1 | [ download] [ fcos_fi_visdrone_results_url ]
38+ |FCOS+SAHI+PO |29.0 |18.9 |41.5 |46.4 | [ download] [ fcos_sahi_po_visdrone_results_url ]
39+ |FCOS+SAHI+FI+PO |31.0 |19.8 |44.6 |49.0 | [ download] [ fcos_sahi_fi_po_visdrone_results_url ]
40+ |FCOS+SF+SAHI+PO |38.1 |25.7 |54.8 |56.9 | [ download] [ fcos_sf_sahi_po_visdrone_results_url ]
41+ |FCOS+SF+SAHI+FI+PO |38.5 |25.9 |55.4 |59.8 | [ download] [ fcos_sf_sahi_fi_po_visdrone_results_url ]
42+ | --- | --- | --- | --- | --- | --- |
43+ |VFNet+FI |28.8 |16.8 |44.0 |47.5 | [ download] [ vfnet_fi_visdrone_results_url ]
44+ |VFNet+SAHI+PO |32.0 |21.4 |45.8 |45.5 | [ download] [ vfnet_sahi_po_visdrone_results_url ]
45+ |VFNet+SAHI+FI+PO |33.9 |22.4 |49.1 |49.4 | [ download] [ vfnet_sahi_fi_po_visdrone_results_url ]
46+ |VFNet+SF+SAHI+PO |41.9 |29.7 |58.8 |60.6 | [ download] [ vfnet_sf_sahi_po_visdrone_results_url ]
47+ |VFNet+SF+SAHI+FI+PO |42.2 |29.6 |59.2 |63.3 | [ download] [ vfnet_sf_sahi_fi_po_visdrone_results_url ]
48+ | --- | --- | --- | --- | --- | --- |
49+ |TOOD+FI |29.4 |18.1 |44.1 |50.0 | [ download] [ tood_fi_visdrone_results_url ]
50+ |TOOD+SAHI |31.9 |22.6 |44.0 |45.2 | [ download] [ tood_sahi_visdrone_results_url ]
51+ |TOOD+SAHI+PO |32.5 |22.8 |45.2 |43.6 | [ download] [ tood_sahi_po_visdrone_results_url ]
52+ |TOOD+SAHI+FI |34.6 |23.8 |48.5 |53.1 | [ download] [ tood_sahi_fi_visdrone_results_url ]
53+ |TOOD+SAHI+FI+PO |34.7 |23.8 |48.9 |50.3| [ download] [ tood_sahi_fi_po_visdrone_results_url ]
54+ |TOOD+SF+FI |36.8 |24.4 |53.8 |66.4 | [ download] [ tood_sf_fi_visdrone_results_url ]
55+ |TOOD+SF+SAHI |42.5 |31.6 |58.0 |61.1 | [ download] [ tood_sf_sahi_visdrone_results_url ]
56+ |TOOD+SF+SAHI+PO |43.1 |31.7 |59.0 |60.2 | [ download] [ tood_sf_sahi_po_visdrone_results_url ]
57+ |TOOD+SF+SAHI+FI |43.4 |31.7 |59.6 |65.6 | [ download] [ tood_sf_sahi_fi_visdrone_results_url ]
58+ |TOOD+SF+SAHI+FI+PO |43.5 |31.7 |59.8 |65.4 | [ download] [ tood_sf_sahi_fi_po_visdrone_results_url ]
59+
760# xview results
861
962refer to table 2 in [ Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection] ( https://arxiv.org/abs/2202.06934 ) for more detail on xview results
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