Datasets › DOTA › Papers where code ran, page 1

DOTA (Dataset for Object deTection in Aerial Images)

Papers archive 2025-07-28

papers with a benchmark row: 47 · with a code link: 39 · where Syntology ran a sample: 15 (9 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (15 of 47 with a benchmark row: 9 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 15 of the 15 papers with a benchmark row here where Syntology ran at least one harvested sample (9 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 293. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
MTP: Advancing Remote Sensing Foundation Model via Multi-Task Pretraining 2 3 20 Mar 2024 official (archive's flag): 1 ran · 5 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified
MoCaE: Mixture of Calibrated Experts Significantly Improves Object Detection 1 1 26 Sep 2023 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Adaptive Rotated Convolution for Rotated Object Detection 1 1 14 Mar 2023 official (archive's flag): 3 ran · 3 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
RTMDet: An Empirical Study of Designing Real-Time Object Detectors 14 2 14 Dec 2022 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model 2 2 8 Aug 2022 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Oriented RepPoints for Aerial Object Detection 2 1 24 May 2021 community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Dense Label Encoding for Boundary Discontinuity Free Rotation Detection 3 1 19 Nov 2020 official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Oriented Object Detection in Aerial Images with Box Boundary-Aware Vectors 1 1 17 Aug 2020 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
PIoU Loss: Towards Accurate Oriented Object Detection in Complex Environments 1 1 19 Jul 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Dynamic Refinement Network for Oriented and Densely Packed Object Detection 1 1 20 May 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
SCRDet++: Detecting Small, Cluttered and Rotated Objects via Instance-Level Feature Denoising and Rotation Loss Smoothing 5 1 28 Apr 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified
On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited 4 1 12 Mar 2020 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Learning Modulated Loss for Rotated Object Detection 2 1 19 Nov 2019 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified
Learning RoI Transformer for Detecting Oriented Objects in Aerial Images 1 1 1 Dec 2018 10 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (11 pointer-only for licence)
DOTA: A Large-scale Dataset for Object Detection in Aerial Images 6 1 28 Nov 2017 4 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)