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KITTI

Papers archive 2025-07-28

papers with a benchmark row: 335 · with a code link: 269 · where Syntology ran a sample: 130 (117 with a run with no instrument failure, 13 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (130 of 335 with a benchmark row: 117 with a run with no instrument failure, 13 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 2: papers 1 to 100 of the 130 papers with a benchmark row here where Syntology ran at least one harvested sample (117 with a run with no instrument failure, 13 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 3,661. 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
MEMFOF: High-Resolution Training for Memory-Efficient Multi-Frame Optical Flow Estimation 1 2 29 Jun 2025 official (archive's flag): 9 ran · 9 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
Scene-Centric Unsupervised Panoptic Segmentation 1 3 2 Apr 2025 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) · 5 unverified
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)
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)
Let Go of Your Labels with Unsupervised Transfer 1 1 11 Jun 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) · 1 unverified (4 pointer-only for licence)
GaussianCity: Generative Gaussian Splatting for Unbounded 3D City Generation 1 1 10 Jun 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) · 3 unverified (10 pointer-only for licence)
SPIdepth: Strengthened Pose Information for Self-supervised Monocular Depth Estimation 1 2 18 Apr 2024 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 1 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
MoCha-Stereo: Motif Channel Attention Network for Stereo Matching 1 2 10 Apr 2024 official (archive's flag): 17 ran · 17 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 6 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
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 1 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
Adaptive Fusion of Single-View and Multi-View Depth for Autonomous Driving 1 1 12 Mar 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) · 1 unverified (1 pointer-only for licence)
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
Unsupervised Universal Image Segmentation 2 1 28 Dec 2023 official (archive's flag): 6 ran · 13 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; 7 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Manydepth2: Motion-Aware Self-Supervised Multi-Frame Monocular Depth Estimation in Dynamic Scenes 1 3 23 Dec 2023 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) · 3 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)
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)
DINOv2: Learning Robust Visual Features without Supervision 26 1 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 1 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)
Spherical Transformer for LiDAR-based 3D Recognition 2 1 22 Mar 2023 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
A Dynamic Multi-Scale Voxel Flow Network for Video Prediction 1 1 17 Mar 2023 official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified
Virtual Sparse Convolution for Multimodal 3D Object Detection 1 1 4 Mar 2023 official (archive's flag): 3 ran · 3 ran (of which 1 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) · 6 unverified
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)
Cross-Modality Knowledge Distillation Network for Monocular 3D Object Detection 1 8 14 Nov 2022 official (archive's flag): 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
MDFlow: Unsupervised Optical Flow Learning by Reliable Mutual Knowledge Distillation 1 2 11 Nov 2022 official (archive's flag): 1 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 (1 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)
MonoViT: Self-Supervised Monocular Depth Estimation with a Vision Transformer 1 2 6 Aug 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) · 0 unverified (4 pointer-only for licence)
DEVIANT: Depth EquiVarIAnt NeTwork for Monocular 3D Object Detection 2 1 21 Jul 2022 official (archive's flag): 3 ran · 9 ran (of which 3 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 1 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified
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)
GLENet: Boosting 3D Object Detectors with Generative Label Uncertainty Estimation 1 2 6 Jul 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: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Dyna-DM: Dynamic Object-aware Self-supervised Monocular Depth Maps 1 1 8 Jun 2022 official: no sample here; runs from other or unrecorded repositories · 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)
Revealing the Dark Secrets of Masked Image Modeling 1 2 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
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
CRAFT: Cross-Attentional Flow Transformer for Robust Optical Flow 1 1 31 Mar 2022 official (archive's flag): 7 ran · 7 ran (of which 4 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) · 5 unverified (12 pointer-only for licence)
FlowFormer: A Transformer Architecture for Optical Flow 1 1 30 Mar 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: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Disentangling Object Motion and Occlusion for Unsupervised Multi-frame Monocular Depth 1 1 29 Mar 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 (3 pointer-only for licence)
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking 7 1 27 Mar 2022 official (archive's flag): 2 ran · 27 ran (of which 0 constructed an object rather than computing a result; 24 with no instrument failure: 9 honoured, 0 violated, 15 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (13 pointer-only for licence)
Global Matching with Overlapping Attention for Optical Flow Estimation 1 2 21 Mar 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: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 7 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)
Geometric Transformer for Fast and Robust Point Cloud Registration 2 1 14 Feb 2022 community repositories only · 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) · 5 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (9 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
Channel-Wise Attention-Based Network for Self-Supervised Monocular Depth Estimation 1 1 24 Dec 2021 official: no sample here; runs from other or unrecorded repositories · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Learning Auxiliary Monocular Contexts Helps Monocular 3D Object Detection 2 1 9 Dec 2021 official (archive's flag): 11 ran · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 1 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (12 pointer-only for licence)
Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation 1 2 26 Sep 2021 official (archive's flag): 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
Advancing Self-supervised Monocular Depth Learning with Sparse LiDAR 2 1 20 Sep 2021 official (archive's flag): 15 ran · 15 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
MobileStereoNet: Towards Lightweight Deep Networks for Stereo Matching 4 2 22 Aug 2021 official (archive's flag): 1 ran · 8 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; 1 where Syntology's instrument failed) · 0 unverified
LIGA-Stereo: Learning LiDAR Geometry Aware Representations for Stereo-based 3D Detector 1 3 18 Aug 2021 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) · 1 unverified (3 pointer-only for licence)
Is Pseudo-Lidar needed for Monocular 3D Object detection? 2 6 13 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) · 0 unverified
Box-Aware Feature Enhancement for Single Object Tracking on Point Clouds 2 1 10 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
Perceiver IO: A General Architecture for Structured Inputs & Outputs 9 1 30 Jul 2021 community repositories only · 7 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
Self-Supervised Multi-Frame Monocular Scene Flow 1 2 5 May 2021 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
EagerMOT: 3D Multi-Object Tracking via Sensor Fusion 3 1 29 Apr 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
M3DeTR: Multi-representation, Multi-scale, Mutual-relation 3D Object Detection with Transformers 1 17 24 Apr 2021 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 3 unverified
SE-SSD: Self-Ensembling Single-Stage Object Detector From Point Cloud 1 5 20 Apr 2021 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
Objects are Different: Flexible Monocular 3D Object Detection 3 1 6 Apr 2021 official (archive's flag): 5 ran · 14 ran (of which 1 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 8 where Syntology's instrument failed) · 6 unverified (2 pointer-only for licence)
Learning to Estimate Hidden Motions with Global Motion Aggregation 2 1 6 Apr 2021 official (archive's flag): 1 ran · 4 ran (of which 1 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) · 0 unverified (1 pointer-only for licence)
Deep Two-View Structure-from-Motion Revisited 1 1 1 Apr 2021 official (archive's flag): 18 ran · 18 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
GrooMeD-NMS: Grouped Mathematically Differentiable NMS for Monocular 3D Object Detection 1 1 31 Mar 2021 official (archive's flag): 5 ran · 5 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; 4 where Syntology's instrument failed) · 2 unverified
Delving into Localization Errors for Monocular 3D Object Detection 1 1 30 Mar 2021 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
Depth-conditioned Dynamic Message Propagation for Monocular 3D Object Detection 1 1 30 Mar 2021 official (archive's flag): 7 ran · 7 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; 1 where Syntology's instrument failed) · 8 unverified (1 pointer-only for licence)
COTR: Correspondence Transformer for Matching Across Images 1 4 25 Mar 2021 official (archive's flag): 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
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)
MonoRUn: Monocular 3D Object Detection by Reconstruction and Uncertainty Propagation 1 1 23 Mar 2021 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) · 1 unverified
PointDSC: Robust Point Cloud Registration using Deep Spatial Consistency 1 2 9 Mar 2021 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation 2 3 8 Mar 2021 official: no sample here; runs from other or unrecorded repositories · 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)
Categorical Depth Distribution Network for Monocular 3D Object Detection 2 9 1 Mar 2021 official (archive's flag): 2 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
HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation 1 4 14 Dec 2020 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
UPFlow: Upsampling Pyramid for Unsupervised Optical Flow Learning 2 2 1 Dec 2020 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
Deformable PV-RCNN: Improving 3D Object Detection with Learned Deformations 2 3 20 Aug 2020 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) · 0 unverified (1 pointer-only for licence)
HITNet: Hierarchical Iterative Tile Refinement Network for Real-time Stereo Matching 9 1 23 Jul 2020 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
Kinematic 3D Object Detection in Monocular Video 2 2 19 Jul 2020 19 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; 3 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Wasserstein Distances for Stereo Disparity Estimation 1 2 6 Jul 2020 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Deep Global Registration 2 2 24 Apr 2020 community repositories only · 8 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Toward Hierarchical Self-Supervised Monocular Absolute Depth Estimation for Autonomous Driving Applications 1 1 12 Apr 2020 official: no sample here; runs from other or unrecorded repositories · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Self-Supervised Monocular Scene Flow Estimation 1 2 8 Apr 2020 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 2 unverified
Disp R-CNN: Stereo 3D Object Detection via Shape Prior Guided Instance Disparity Estimation 1 4 7 Apr 2020 official (archive's flag): 3 ran · 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
Tracking Objects as Points 7 1 2 Apr 2020 official (archive's flag): 2 ran · 10 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; 4 where Syntology's instrument failed) · 6 unverified
Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation 2 2 29 Mar 2020 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow 17 1 26 Mar 2020 official: harvested, nothing ran · 41 ran (of which 15 constructed an object rather than computing a result; 25 with no instrument failure: 3 honoured, 0 violated, 22 with no contract checked; 16 where Syntology's instrument failed) · 25 unverified (17 pointer-only for licence)
MaskFlownet: Asymmetric Feature Matching with Learnable Occlusion Mask 3 5 24 Mar 2020 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
D3Feat: Joint Learning of Dense Detection and Description of 3D Local Features 2 2 6 Mar 2020 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) · 2 unverified
SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint Estimation 3 1 24 Feb 2020 official (archive's flag): 8 ran · 8 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; 2 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale Dataset 1 1 19 Feb 2020 official (archive's flag): 15 ran · 15 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
RTM3D: Real-time Monocular 3D Detection from Object Keypoints for Autonomous Driving 2 1 10 Jan 2020 official (archive's flag): 3 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 3 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
DSGN: Deep Stereo Geometry Network for 3D Object Detection 1 4 10 Jan 2020 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 (2 pointer-only for licence)
PV-RCNN: Point-Voxel Feature Set Abstraction for 3D Object Detection 12 11 31 Dec 2019 community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence)
Learning Depth-Guided Convolutions for Monocular 3D Object Detection 2 2 10 Dec 2019 official (archive's flag): 9 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) · 7 unverified (2 pointer-only for licence)
FFA-Net: Feature Fusion Attention Network for Single Image Dehazing 4 1 18 Nov 2019 community repositories only · 4 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; 0 where Syntology's instrument failed) · 7 unverified
GMAN: A Graph Multi-Attention Network for Traffic Prediction 6 1 11 Nov 2019 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 6 unverified
Self-Supervised Monocular Depth Hints 1 1 19 Sep 2019 official (archive's flag): 1 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Unsupervised Scale-consistent Depth and Ego-motion Learning from Monocular Video 2 2 28 Aug 2019 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
From Big to Small: Multi-Scale Local Planar Guidance for Monocular Depth Estimation 14 1 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)
M3D-RPN: Monocular 3D Region Proposal Network for Object Detection 4 2 13 Jul 2019 official (archive's flag): 5 ran · 9 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; 1 where Syntology's instrument failed) · 12 unverified (1 pointer-only for licence)
Point-Voxel CNN for Efficient 3D Deep Learning 4 9 8 Jul 2019 official (archive's flag): 1 ran · 6 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; 4 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving 1 1 14 Jun 2019 official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 1 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Triangulation Learning Network: from Monocular to Stereo 3D Object Detection 1 1 4 Jun 2019 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
Seamless Scene Segmentation 5 1 3 May 2019 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
SelFlow: Self-Supervised Learning of Optical Flow 1 2 19 Apr 2019 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) · 5 unverified
PWOC-3D: Deep Occlusion-Aware End-to-End Scene Flow Estimation 1 1 12 Apr 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