Datasets › NYUv2 › Papers where code ran, page 1

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)

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 72 of the 72 papers with a benchmark row here where Syntology ran at least one harvested sample (65 with a run with no instrument failure, 7 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 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
UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler 1 1 27 Feb 2025 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 (2 pointer-only for licence)
Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think 1 2 17 Sep 2024 official (archive's flag): 16 ran · 16 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (17 pointer-only for licence)
PrimeDepth: Efficient Monocular Depth Estimation with a Stable Diffusion Preimage 1 2 13 Sep 2024 official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 3 violated, 5 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
HybridDepth: Robust Metric Depth Fusion by Leveraging Depth from Focus and Single-Image Priors 1 1 26 Jul 2024 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence)
Monocular Occupancy Prediction for Scalable Indoor Scenes 1 1 16 Jul 2024 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
GeminiFusion: Efficient Pixel-wise Multimodal Fusion for Vision Transformer 1 4 3 Jun 2024 official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 3 unverified
ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation 1 1 27 Mar 2024 official (archive's flag): 11 ran · 11 ran (of which 1 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 2 violated, 2 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (15 pointer-only for licence)
UniDepth: Universal Monocular Metric Depth Estimation 3 1 27 Mar 2024 official (archive's flag): 15 ran · 16 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; 11 where Syntology's instrument failed) · 10 unverified (25 pointer-only for licence)
Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation 1 2 22 Mar 2024 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
Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data 7 1 19 Jan 2024 official (archive's flag): 1 ran · 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified
Harnessing Diffusion Models for Visual Perception with Meta Prompts 1 1 22 Dec 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 2 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation 4 1 4 Dec 2023 official (archive's flag): 9 ran · 22 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 3 violated, 16 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
PolyMaX: General Dense Prediction with Mask Transformer 1 3 9 Nov 2023 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 0 unverified
NDC-Scene: Boost Monocular 3D Semantic Scene Completion in Normalized Device Coordinates Space 1 1 26 Sep 2023 official (archive's flag): 5 ran · 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) · 2 unverified (7 pointer-only for licence)
IEBins: Iterative Elastic Bins for Monocular Depth Estimation 1 1 25 Sep 2023 official (archive's flag): 8 ran · 8 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; 2 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
PanopticNDT: Efficient and Robust Panoptic Mapping 4 2 24 Sep 2023 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) · 7 unverified
MMANet: Margin-aware Distillation and Modality-aware Regularization for Incomplete Multimodal Learning 1 1 17 Apr 2023 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified
DINOv2: Learning Robust Visual Features without Supervision 26 2 14 Apr 2023 community repositories only · 39 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 2 honoured, 0 violated, 33 with no contract checked; 4 where Syntology's instrument failed) · 7 unverified (12 pointer-only for licence)
iDisc: Internal Discretization for Monocular Depth Estimation 2 2 13 Apr 2023 official (archive's flag): 5 ran · 5 ran (of which 2 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) · 1 unverified (6 pointer-only for licence)
Unleashing Text-to-Image Diffusion Models for Visual Perception 2 1 3 Mar 2023 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 2 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Delivering Arbitrary-Modal Semantic Segmentation 1 1 2 Mar 2023 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
OccDepth: A Depth-Aware Method for 3D Semantic Scene Completion 1 1 27 Feb 2023 official (archive's flag): 5 ran · 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) · 1 unverified (2 pointer-only for licence)
ZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth 6 1 23 Feb 2023 official (archive's flag): 1 ran · 12 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; 7 where Syntology's instrument failed) · 4 unverified (10 pointer-only for licence)
URCDC-Depth: Uncertainty Rectified Cross-Distillation with CutFlip for Monocular Depth Estimation 1 1 16 Feb 2023 official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
VA-DepthNet: A Variational Approach to Single Image Depth Prediction 2 1 13 Feb 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: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified
Improving Deep Regression with Ordinal Entropy 1 1 21 Jan 2023 official (archive's flag): 2 ran · 4 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; 3 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Attention Attention Everywhere: Monocular Depth Prediction with Skip Attention 1 1 17 Oct 2022 official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 4 unverified (11 pointer-only for licence)
Multi-Task Meta Learning: learn how to adapt to unseen tasks 1 1 13 Oct 2022 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
Depth Map Decomposition for Monocular Depth Estimation 1 2 23 Aug 2022 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Depthformer : Multiscale Vision Transformer For Monocular Depth Estimation With Local Global Information Fusion 1 1 10 Jul 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) · 1 unverified (2 pointer-only for licence)
mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation 1 1 6 Jun 2022 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Revealing the Dark Secrets of Masked Image Modeling 1 3 26 May 2022 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
Multimodal Token Fusion for Vision Transformers 11 2 19 Apr 2022 official (archive's flag): 1 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 (1 pointer-only for licence)
BinsFormer: Revisiting Adaptive Bins for Monocular Depth Estimation 2 1 3 Apr 2022 official (archive's flag): 5 ran · 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
LocalBins: Improving Depth Estimation by Learning Local Distributions 1 1 28 Mar 2022 official (archive's flag): 11 ran · 11 ran (of which 7 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (14 pointer-only for licence)
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene Understanding 1 3 15 Mar 2022 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, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation with Transformers 1 3 9 Mar 2022 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) · 0 unverified
NeW CRFs: Neural Window Fully-connected CRFs for Monocular Depth Estimation 1 1 3 Mar 2022 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) · 4 unverified (10 pointer-only for licence)
Multi-Task Learning as a Bargaining Game 4 1 2 Feb 2022 official: harvested, nothing 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) · 2 unverified; the one sample that ran constructed an object rather than computing a result (2 pointer-only for licence)
Omnivore: A Single Model for Many Visual Modalities 2 2 20 Jan 2022 official (archive's flag): 1 ran · 2 ran (of which 2 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) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
Global-Local Path Networks for Monocular Depth Estimation with Vertical CutDepth 4 1 19 Jan 2022 community repositories only · 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) · 1 unverified
MonoScene: Monocular 3D Semantic Scene Completion 2 2 1 Dec 2021 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) · 1 unverified (2 pointer-only for licence)
Estimating and Exploiting the Aleatoric Uncertainty in Surface Normal Estimation 1 1 20 Sep 2021 official (archive's flag): 6 ran · 6 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified
ShapeConv: Shape-aware Convolutional Layer for Indoor RGB-D Semantic Segmentation 1 3 24 Aug 2021 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 1 unverified
Learning Deep Multimodal Feature Representation with Asymmetric Multi-layer Fusion 1 1 11 Aug 2021 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
Contrastive Multimodal Fusion with TupleInfoNCE 1 1 6 Jul 2021 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 4 unverified
Semantic Scene Completion via Integrating Instances and Scene in-the-Loop 1 1 8 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)
InverseForm: A Loss Function for Structured Boundary-Aware Segmentation 1 1 6 Apr 2021 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) · 2 unverified (3 pointer-only for licence)
Vision Transformers for Dense Prediction 15 1 24 Mar 2021 65 ran (of which 19 constructed an object rather than computing a result; 32 with no instrument failure: 0 honoured, 0 violated, 32 with no contract checked; 33 where Syntology's instrument failed) · 51 unverified (15 pointer-only for licence)
Transformer-Based Attention Networks for Continuous Pixel-Wise Prediction 1 1 22 Mar 2021 official (archive's flag): 7 ran · 7 ran (of which 7 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified; every one of the 7 samples that ran constructed an object rather than computing a result
Non-Local Spatial Propagation Network for Depth Completion 1 1 20 Jul 2020 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Malleable 2.5D Convolution: Learning Receptive Fields along the Depth-axis for RGB-D Scene Parsing 2 2 18 Jul 2020 official (archive's flag): 5 ran · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
P²Net: Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation 1 1 15 Jul 2020 official (archive's flag): 1 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) · 0 unverified (2 pointer-only for licence)
Focus on defocus: bridging the synthetic to real domain gap for depth estimation 1 1 19 May 2020 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 1 unverified
Towards Better Generalization: Joint Depth-Pose Learning without PoseNet 4 1 3 Apr 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) · 1 unverified
Temporally Distributed Networks for Fast Video Semantic Segmentation 1 4 3 Apr 2020 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) · 0 unverified (2 pointer-only for licence)
3D Sketch-aware Semantic Scene Completion via Semi-supervised Structure Prior 2 2 31 Mar 2020 3 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
3D Ken Burns Effect from a Single Image 4 1 12 Sep 2019 community repositories only · 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) · 1 unverified
A2J: Anchor-to-Joint Regression Network for 3D Articulated Pose Estimation from a Single Depth Image 2 1 27 Aug 2019 official (archive's flag): 6 ran · 8 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; 6 where Syntology's instrument failed) · 1 unverified
From Big to Small: Multi-Scale Local Planar Guidance for Monocular Depth Estimation 14 2 24 Jul 2019 official (archive's flag): 1 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Attention-based Context Aggregation Network for Monocular Depth Estimation 1 1 29 Jan 2019 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified
High Quality Monocular Depth Estimation via Transfer Learning 45 1 31 Dec 2018 community repositories only · 19 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 2 honoured, 0 violated, 14 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
Real-Time Joint Semantic Segmentation and Depth Estimation Using Asymmetric Annotations 4 3 13 Sep 2018 official (archive's flag): 3 ran · 6 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; 6 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
Deep Ordinal Regression Network for Monocular Depth Estimation 5 2 6 Jun 2018 community repositories only · 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
RedNet: Residual Encoder-Decoder Network for indoor RGB-D Semantic Segmentation 8 1 4 Jun 2018 community repositories only · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Depth-aware CNN for RGB-D Segmentation 4 1 19 Mar 2018 official (archive's flag): 4 ran · 6 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; 1 where Syntology's instrument failed) · 5 unverified
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)
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
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