Datasets › GTA5 › Papers where code ran, page 1

GTA5 (Grand Theft Auto 5)

Papers archive 2025-07-28

papers with a benchmark row: 82 · with a code link: 71 · where Syntology ran a sample: 33 (27 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 (33 of 82 with a benchmark row: 27 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 33 of the 33 papers with a benchmark row here where Syntology ran at least one harvested sample (27 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 412. 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
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift 1 2 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 6 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 2 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 5 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)
Dual Path Learning for Domain Adaptation of Semantic Segmentation 1 1 13 Aug 2021 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) · 3 unverified (4 pointer-only for licence)
Context-Aware Mixup for Domain Adaptive Semantic Segmentation 1 6 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 1 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 1 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 4 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
Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification 1 1 9 Oct 2020 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) · 0 unverified
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)
Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision 2 1 16 Apr 2020 official (archive's flag): 3 ran · 5 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; 1 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation 2 3 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 4 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 1 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)
Multi-source Domain Adaptation for Semantic Segmentation 1 1 27 Oct 2019 official (archive's flag): 5 ran · 5 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; 4 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Unsupervised Domain Adaptation through Self-Supervision 3 1 26 Sep 2019 official (archive's flag): 3 ran · 5 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; 2 where Syntology's instrument failed) · 0 unverified (2 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 2 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)
Switchable Whitening for Deep Representation Learning 1 1 22 Apr 2019 official (archive's flag): 2 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) · 8 unverified (2 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)
Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training 1 1 18 Oct 2018 official (archive's flag): 3 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)
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 1 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 2 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
Deep Residual Learning for Image Recognition 484 1 10 Dec 2015 official: no sample here; runs from other or unrecorded repositories · 254 ran (of which 108 constructed an object rather than computing a result; 166 with no instrument failure: 3 honoured, 1 violated, 162 with no contract checked; 88 where Syntology's instrument failed) · 123 unverified (193 pointer-only for licence)
Very Deep Convolutional Networks for Large-Scale Image Recognition 305 1 4 Sep 2014 81 ran (of which 0 constructed an object rather than computing a result; 71 with no instrument failure: 0 honoured, 0 violated, 71 with no contract checked; 10 where Syntology's instrument failed) · 41 unverified (8 pointer-only for licence)