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Object Detection In Aerial Images archive 2025-07-28

DOTA Benchmark (Object Detection In Aerial Images)

58 rows 50 with code listed 1 metric Dataset page

Object Detection in Aerial Images is the task of detecting objects from aerial images.

The archive carries no text for this table; the description above is the archive's text for the task Object Detection In Aerial Images. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: mAP (higher is better). Points are placed at the row's paper date; 58 of 58 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 Strip R-CNN* 82.75% ✓ Paper Code 2025 linked, not harvested report
2 MoCaE 82.62% ✓ Paper Code 2023 1 of 1 ran · 0 unverified report
3 Strip R-CNN 82.28% ✓ Paper Code 2025 linked, not harvested report
4 Oriented-DETR 82.26% ✓ Paper Code 2024 linked, not harvested report
5 STD+HiViT-B 82.24% ✓ Paper Code 2023 linked, not harvested report
6 CDLA-HOP 82.02% ✓ Paper – 2024 no code linked report
7 LSKNet-S* 81.85% ✓ Paper Code 2024 linked, not harvested report
8 ARC 81.77% ✓ Paper Code 2023 3 of 3 ran · 0 unverified report
9 MAE+MTP(ViT-L+RVSA) 81.66% ✓ Paper Code 2024 4 of 5 ran · 1 unverified report
10 LSKNet-S 81.64% ✓ Paper Code 2024 linked, not harvested report
11 LSKNet-T 81.37% ✓ Paper Code 2024 linked, not harvested report
12 ViTAE-B + RVSA-ORCN 81.24% ✓ Paper Code 2022 3 of 4 ran · 1 unverified report
13 ViT-B + RVSA-ORCN 81.01% ✓ Paper Code 2022 3 of 4 ran · 1 unverified report
14 Oriented RCNN 80.87% ✓ Paper Code 2021 linked, not harvested report
15 IMP+MTP(InternImage-XL) 80.77% ✓ Paper Code 2024 4 of 5 ran · 1 unverified report
16 PP-YOLOE-R-x 80.73% ✓ Paper Code 2022 linked, not harvested report
17 MAE+MTP(ViT-B+RVSA) 80.67% ✓ Paper Code 2024 4 of 5 ran · 1 unverified report
18 KLD+R3Det 80.63% ✓ Paper Code 2021 linked, not harvested report
19 DEA-Net 80.37% ✓ Paper Code 2021 linked, not harvested report
20 GWD+R3Det 80.23% ✓ Paper Code 2021 linked, not harvested report
21 ReDet 80.10% ✓ Paper Code 2021 linked, not harvested report
22 LEGNet-S 80.03 – Paper Code 2025 linked, not harvested report
23 PP-YOLOE-R-l 80.02% ✓ Paper Code 2022 linked, not harvested report
24 PP-YOLOE-R-m 79.71% ✓ Paper Code 2022 linked, not harvested report
25 RBox 79.59% ✓ Paper – 2022 no code linked report
26 S2A-Net 79.42% ✓ Paper Code 2020 linked, not harvested report
27 PP-YOLOE-R-s 79.42% ✓ Paper Code 2022 linked, not harvested report
28 LWGANet L2 78.64 – Paper Code 2025 linked, not harvested report
29 DecoupleNet D2 78.04% ✓ Paper Code 2024 linked, not harvested report
30 RDD 77.75% ✓ Paper Code 2020 linked, not harvested report
31 RSP-ViTAEv2-S-FPN-ORCN 77.72% ✓ Paper Code 2022 linked, not harvested report
32 Oriented RepPoints 77.63% ✓ Paper Code 2021 0 of 2 ran · 2 unverified report
33 RIDet 77.62% ✓ Paper Code 2021 linked, not harvested report
34 IMP-ViTAEv2-S-FPN-ORCN 77.38% ✓ Paper Code 2022 linked, not harvested report
35 DCL 77.37% ✓ Paper Code 2020 1 of 1 ran · 0 unverified report
36 EAutoDet 77.05% ✓ Paper – 2022 0 of 2 ran · 2 unverified report
37 DLA+S2A-Net 76.95% ✓ Paper Code 2020 linked, not harvested report
38 GGHL 76.95% ✓ Paper Code 2021 linked, not harvested report
39 SCRDet++ 76.81% ✓ Paper Code 2020 0 of 5 ran · 5 unverified report
40 CFA 76.67% ✓ Paper Code 2021 linked, not harvested report
41 PolarDet 76.64% ✓ Paper – 2020 no code linked report
42 RSP-ResNet-50-FPN-ORCN 76.50% ✓ Paper Code 2022 linked, not harvested report
43 CSL 76.17% ✓ Paper Code 2020 4 of 4 ran · 0 unverified report
44 RSP-Swin-T-FPN-ORCN 76.12% ✓ Paper Code 2022 linked, not harvested report
45 APE 75.75 ✓ Paper – 2019 no code linked report
46 BBAVectors 75.36% ✓ Paper Code 2020 3 of 9 ran · 6 unverified report
47 TricubeNet 75.26% ✓ Paper Code 2021 linked, not harvested report
48 Gliding Vertex 75.02% ✓ Paper Code 2019 linked, not harvested report
49 RSDet 74.10% ✓ Paper Code 2019 0 of 13 ran · 13 unverified report
50 CFC-NET 73.50% ✓ Paper Code 2021 linked, not harvested report
51 DRN 73.23% ✓ Paper Code 2020 1 of 1 ran · 0 unverified report
52 O2-DNet 72.8% ✓ Paper – 2019 no code linked report
53 SCRDet 72.61% ✓ Paper Code 2018 linked, not harvested report
54 RoI Transformer 69.56% ✓ Paper Code 2018 5 of 11 ran · 6 unverified report
55 ICN 68.16% ✓ Paper – 2018 no code linked report
56 Axis Learning 65.98% ✓ Paper – 2020 no code linked report
57 PIoU 60.5% ✓ Paper Code 2020 1 of 1 ran · 0 unverified report
58 FR-O (DOTA) 52.93% ✓ Paper Code 2017 4 of 4 ran · 0 unverified report

All 58 rows shown. 58 link to a paper page on this site; 56 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 18 rows have a graph line, from 15 distinct papers; 14 rows (11 papers) have at least one sample that ran. Counting each paper once: Syntology ran 30 of 66 samples; 36 unverified. Separately, 24 of those 66 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

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