Datasets › SYNTHIA › Papers where code ran, page 1
SYNTHIA (SYNTHetic Collection of Imagery and Annotations)
Papers archive 2025-07-28
papers with a benchmark row: 68 · with a code link: 57 · where Syntology ran a sample: 25 (20 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology
Show:
all papers with a benchmark row only where code ran (25 of 68 with a benchmark row: 20 with a run with no instrument failure, 5 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 25 of the 25 papers with a benchmark row here where Syntology ran at least one harvested sample (20 with a run with no instrument failure, 5 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 538. 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
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
1
1
19 Jun 2023
official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding
1
2
4 Apr 2023
official (archive's flag): 4 ran · 4 ran (of which 4 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; every one of the 4 samples that ran constructed an object rather than computing a result (4 pointer-only for licence )
Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation
1
1
14 Jul 2022
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) · 0 unverified
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation
1
8
19 Apr 2022
official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence )
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation
1
1
18 Mar 2022
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) · 3 unverified (4 pointer-only for licence )
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
1
4
15 Mar 2022
official (archive's flag): 1 ran · 3 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; 2 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence )
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
3
5
29 Nov 2021
official: no sample here; runs from other or unrecorded repositories · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence )
Context-Aware Mixup for Domain Adaptive Semantic Segmentation
1
4
8 Aug 2021
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence )
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training
1
1
17 May 2021
official (archive's flag): 2 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) · 1 unverified (3 pointer-only for licence )
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation
1
3
30 Apr 2021
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) · 1 unverified
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
1
2
28 Apr 2021
official (archive's flag): 3 ran · 3 ran (of which 3 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) · 0 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (3 pointer-only for licence )
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation
2
2
26 Jan 2021
official (archive's flag): 8 ran · 8 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 9 unverified
Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation
1
1
31 Oct 2020
official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result
DACS: Domain Adaptation via Cross-domain Mixed Sampling
2
1
17 Jul 2020
official: harvested, nothing ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence )
FDA: Fourier Domain Adaptation for Semantic Segmentation
3
1
11 Apr 2020
official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence )
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
2
2
8 Mar 2020
3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence )
Unsupervised Scene Adaptation with Memory Regularization in vivo
1
2
24 Dec 2019
official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence )
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation
1
2
29 Oct 2019
official (archive's flag): 5 ran · 5 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; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence )
Confidence Regularized Self-Training
2
1
26 Aug 2019
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 )
Bidirectional Learning for Domain Adaptation of Semantic Segmentation
3
1
24 Apr 2019
official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence )
Domain Adaptation for Structured Output via Discriminative Patch Representations
8
1
16 Jan 2019
official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence )
ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation
4
2
30 Nov 2018
official: harvested, nothing 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) · 2 unverified (1 pointer-only for licence )
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation
1
1
25 Sep 2018
official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 4 honoured, 1 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence )
Learning to Adapt Structured Output Space for Semantic Segmentation
12
3
28 Feb 2018
official: no sample here; runs from other or unrecorded repositories · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence )
CyCADA: Cycle-Consistent Adversarial Domain Adaptation
3
1
8 Nov 2017
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) · 1 unverified