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Cityscapes

Papers archive 2025-07-28

papers with a benchmark row: 298 · with a code link: 267 · where Syntology ran a sample: 127 (118 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (127 of 298 with a benchmark row: 118 with a run with no instrument failure, 9 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 2 of 2: papers 101 to 127 of the 127 papers with a benchmark row here where Syntology ran at least one harvested sample (118 with a run with no instrument failure, 9 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 3,702. 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
Adversarial Learning for Semi-Supervised Semantic Segmentation 13 3 22 Feb 2018 official (archive's flag): 1 ran · 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)
Stochastic Video Generation with a Learned Prior 3 1 21 Feb 2018 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 (2 pointer-only for licence)
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)
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs 21 1 30 Nov 2017 official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Rethinking Atrous Convolution for Semantic Image Segmentation 77 2 17 Jun 2017 3 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; 1 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
CASENet: Deep Category-Aware Semantic Edge Detection 11 1 27 May 2017 3 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; 2 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks 190 2 30 Mar 2017 community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 17 unverified (6 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)
Understanding Convolution for Semantic Segmentation 5 1 27 Feb 2017 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 (1 pointer-only for licence)
Video Frame Synthesis using Deep Voxel Flow 3 1 8 Feb 2017 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)
Learning from Simulated and Unsupervised Images through Adversarial Training 9 2 22 Dec 2016 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Pyramid Scene Parsing Network 67 5 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)
Deep Watershed Transform for Instance Segmentation 2 1 24 Nov 2016 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) · 7 unverified
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes 4 2 24 Nov 2016 official: no sample here; runs from other or unrecorded repositories · 3 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; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Deep Feature Flow for Video Recognition 3 1 23 Nov 2016 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 (1 pointer-only for licence)
Image-to-Image Translation with Conditional Adversarial Networks 192 2 21 Nov 2016 74 ran (of which 0 constructed an object rather than computing a result; 68 with no instrument failure: 4 honoured, 4 violated, 60 with no contract checked; 6 where Syntology's instrument failed) · 48 unverified (10 pointer-only for licence)
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation 13 1 20 Nov 2016 community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Coupled Generative Adversarial Networks 4 2 24 Jun 2016 community repositories only · 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
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation 49 2 7 Jun 2016 26 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Adversarially Learned Inference 9 2 2 Jun 2016 official (archive's flag): 1 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs 47 1 2 Jun 2016 43 ran (of which 12 constructed an object rather than computing a result; 39 with no instrument failure: 1 honoured, 0 violated, 38 with no contract checked; 4 where Syntology's instrument failed) · 20 unverified (18 pointer-only for licence)
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)
Multi-Scale Context Aggregation by Dilated Convolutions 9 1 23 Nov 2015 official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation 74 1 2 Nov 2015 22 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (11 pointer-only for licence)
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks 196 1 4 Jun 2015 community repositories only · 79 ran (of which 9 constructed an object rather than computing a result; 50 with no instrument failure: 15 honoured, 5 violated, 30 with no contract checked; 29 where Syntology's instrument failed) · 45 unverified (44 pointer-only for licence)
Conditional Random Fields as Recurrent Neural Networks 6 1 11 Feb 2015 official (archive's flag): 1 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
In defence of metric learning for speaker recognition 4 1 official (archive's flag): 2 ran · 3 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; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)