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PASCAL VOC 2012 test

Papers archive 2025-07-28

papers with a benchmark row: 113 · with a code link: 94 · where Syntology ran a sample: 40 (36 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (40 of 113 with a benchmark row: 36 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 113 of 113 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

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 116. 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
Weakly Supervised Cascaded Convolutional Networks 0 1 24 Nov 2016 not harvested
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)
ContextLocNet: Context-Aware Deep Network Models for Weakly Supervised Localization 1 1 14 Sep 2016 not harvested
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)
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs 1 1 28 Mar 2016 not harvested
Simple Does It: Weakly Supervised Instance and Semantic Segmentation 0 1 24 Mar 2016 not harvested
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)
ParseNet: Looking Wider to See Better 4 1 15 Jun 2015 not harvested
BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation 0 1 5 Mar 2015 not harvested
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)
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs 18 1 22 Dec 2014 official: not harvested · 0 ran · 1 unverified (1 pointer-only for licence)
Fully Convolutional Networks for Semantic Segmentation 51 1 14 Nov 2014 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) · 1 unverified (4 pointer-only for licence)
Simultaneous Detection and Segmentation 0 1 7 Jul 2014 not harvested