Datasets › Cityscapes › Papers where code ran, page 2
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 row only 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.
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 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 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
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 )