Datasets › BDD100K › Papers where code ran, page 1
BDD100K
Papers archive 2025-07-28
papers with a benchmark row: 49 · with a code link: 47 · where Syntology ran a sample: 23 (21 with a run with no instrument failure, 2 where every run was a failure of Syntology's instrument) Syntology
Show:
all papers with a benchmark row only where code ran (23 of 49 with a benchmark row: 21 with a run with no instrument failure, 2 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 23 of the 23 papers with a benchmark row here where Syntology ran at least one harvested sample (21 with a run with no instrument failure, 2 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.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
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 469. 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 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples run Syntology
Scene-Centric Unsupervised Panoptic Segmentation
1
3
2 Apr 2025
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
Unsupervised Universal Image Segmentation
2
1
28 Dec 2023
official (archive's flag): 6 ran · 13 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 7 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence )
Universal Instance Perception as Object Discovery and Retrieval
1
2
12 Mar 2023
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 (2 pointer-only for licence )
Unifying Short and Long-Term Tracking with Graph Hierarchies
1
1
6 Dec 2022
official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions
3
1
10 Nov 2022
official: harvested, nothing ran · 2 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; 2 where Syntology's instrument failed) · 2 unverified
QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking
2
2
12 Oct 2022
4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Towards Grand Unification of Object Tracking
1
2
14 Jul 2022
official (archive's flag): 5 ran · 6 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 1 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence )
Mask Transfiner for High-Quality Instance Segmentation
1
1
26 Nov 2021
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
ByteTrack: Multi-Object Tracking by Associating Every Detection Box
10
2
13 Oct 2021
official (archive's flag): 4 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence )
YOLOP: You Only Look Once for Panoptic Driving Perception
5
2
25 Aug 2021
official (archive's flag): 5 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence )
Prototypical Cross-Attention Networks for Multiple Object Tracking and Segmentation
1
13
22 Jun 2021
official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 0 unverified
Rethinking BiSeNet For Real-time Semantic Segmentation
6
2
27 Apr 2021
official (archive's flag): 2 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (1 pointer-only for licence )
Semantic Flow for Fast and Accurate Scene Parsing
6
3
24 Feb 2020
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence )
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation
11
1
24 Sep 2019
official (archive's flag): 1 ran · 5 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; 4 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence )
Deep High-Resolution Representation Learning for Visual Recognition
42
1
20 Aug 2019
21 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 1 violated, 18 with no contract checked; 2 where Syntology's instrument failed) · 13 unverified (21 pointer-only for licence )
Learning Lightweight Lane Detection CNNs by Self Attention Distillation
2
1
2 Aug 2019
official (archive's flag): 1 ran · 7 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; 2 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence )
Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
2
1
7 Nov 2018
4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Dual Attention Network for Scene Segmentation
12
1
9 Sep 2018
official (archive's flag): 5 ran · 5 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; 0 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence )
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation
21
1
2 Aug 2018
14 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence )
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning
4
1
12 May 2018
official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
78
1
7 Feb 2018
community repositories only · 44 ran (of which 17 constructed an object rather than computing a result; 28 with no instrument failure: 2 honoured, 0 violated, 26 with no contract checked; 16 where Syntology's instrument failed) · 28 unverified (40 pointer-only for licence )
Mask R-CNN
179
1
20 Mar 2017
101 ran (of which 3 constructed an object rather than computing a result; 90 with no instrument failure: 0 honoured, 0 violated, 90 with no contract checked; 11 where Syntology's instrument failed) · 39 unverified (32 pointer-only for licence )
Pyramid Scene Parsing Network
67
1
4 Dec 2016
community repositories only · 21 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence )