| UniDepthV2: Universal Monocular Metric Depth Estimation Made Simpler |
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27 Feb 2025 |
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| Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think |
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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 |
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13 Sep 2024 |
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| HybridDepth: Robust Metric Depth Fusion by Leveraging Depth from Focus and Single-Image Priors |
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26 Jul 2024 |
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| Monocular Occupancy Prediction for Scalable Indoor Scenes |
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16 Jul 2024 |
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| GeminiFusion: Efficient Pixel-wise Multimodal Fusion for Vision Transformer |
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4 |
3 Jun 2024 |
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| ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation |
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27 Mar 2024 |
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| UniDepth: Universal Monocular Metric Depth Estimation |
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27 Mar 2024 |
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| Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimation |
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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 |
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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 |
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22 Dec 2023 |
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| Repurposing Diffusion-Based Image Generators for Monocular Depth Estimation |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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14 Apr 2023 |
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| iDisc: Internal Discretization for Monocular Depth Estimation |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |