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NYUv2 (NYU-Depth V2)

Papers archive 2025-07-28

papers with a benchmark row: 212 · with a code link: 154 · where Syntology ran a sample: 72 (65 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (72 of 212 with a benchmark row: 65 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)

Page 3 of 3: papers 201 to 212 of 212 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 986. 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
Recurrent Scene Parsing with Perspective Understanding in the Loop 1 1 20 May 2017 not harvested
Multi-Scale Continuous CRFs as Sequential Deep Networks for Monocular Depth Estimation 2 2 7 Apr 2017 not harvested
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? 11 1 15 Mar 2017 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) · 1 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (4 pointer-only for licence)
Pyramid Scene Parsing Network 67 3 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)
Semantic Scene Completion from a Single Depth Image 3 2 28 Nov 2016 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)
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)
HeMIS: Hetero-Modal Image Segmentation 1 1 18 Jul 2016 not harvested
A Two-Streamed Network for Estimating Fine-Scaled Depth Maps from Single RGB Images 0 1 4 Jul 2016 not harvested
Fully Convolutional Networks for Semantic Segmentation 37 1 20 May 2016 not harvested
Cross-stitch Networks for Multi-task Learning 4 1 12 Apr 2016 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
STD2P: RGBD Semantic Segmentation Using Spatio-Temporal Data-Driven Pooling 1 1 8 Apr 2016 not harvested
Predicting Depth, Surface Normals and Semantic Labels with a Common Multi-Scale Convolutional Architecture 4 1 18 Nov 2014 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