Methods › Computer Vision › Semantic Segmentation Models › U-Net › Papers where code ran, page 2
U-Net
Papers archive 2025-07-28
archive papers tagged: 2,588 · with a code link: 1,017 · where Syntology ran a sample: 156 (130 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (156 of 2,588 tagged: 130 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 2 of 2: papers 101 to 156 of the 156 tagged papers where Syntology ran at least one harvested sample (130 with a run with no instrument failure, 26 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.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “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”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line 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.
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UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer 9 Sep 2021 · 3 repositories · arXiv:2109.04335Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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nnFormer: Interleaved Transformer for Volumetric Segmentation 7 Sep 2021 · 2 repositories · arXiv:2109.03201Syntology 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 (of 1 harvested sample)
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E-RAFT: Dense Optical Flow from Event Cameras 24 Aug 2021 · 1 repository · arXiv:2108.10552Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 12 harvested samples) · 2 pointer-only (licence)
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Rethinking Coarse-to-Fine Approach in Single Image Deblurring 11 Aug 2021 · 4 repositories · arXiv:2108.05054Syntology official: harvested, nothing 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) · 6 unverified (of 9 harvested samples) · 6 pointer-only (licence)
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TriTransNet: RGB-D Salient Object Detection with a Triplet Transformer Embedding Network 9 Aug 2021 · 1 repository · arXiv:2108.03990Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data 22 Jul 2021 · 8 repositories · arXiv:2107.10833Syntology official: harvested, nothing ran · 6 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; 2 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 1 pointer-only (licence)
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LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation 19 Jul 2021 · 2 repositories · arXiv:2107.08623Syntology community repositories only · 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 (of 1 harvested sample)
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Flood Segmentation on Sentinel-1 SAR Imagery with Semi-Supervised Learning 18 Jul 2021 · 1 repository · arXiv:2107.08369Syntology 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 (of 1 harvested sample)
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Deep Learning for Reduced Order Modelling and Efficient Temporal Evolution of Fluid Simulations 9 Jul 2021 · 1 repository · arXiv:2107.04556Syntology 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) · 0 unverified (of 4 harvested samples)
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UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation 6 Jul 2021 · 1 repository · arXiv:2107.02368Syntology 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) · 3 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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KAISA: An Adaptive Second-Order Optimizer Framework for Deep Neural Networks 4 Jul 2021 · 3 repositories · arXiv:2107.01739Syntology 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) · 0 unverified (of 2 harvested samples)
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DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation 12 Jun 2021 · 1 repository · arXiv:2106.06716Syntology official (archive's flag): 1 ran · 5 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; 4 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Medical Image Segmentation Using Squeeze-and-Expansion Transformers 20 May 2021 · 2 repositories · arXiv:2105.09511Syntology official (archive's flag): 13 ran · 13 ran (of which 8 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (of 20 harvested samples) · 20 pointer-only (licence)
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A cappella: Audio-visual Singing Voice Separation 20 Apr 2021 · 2 repositories · arXiv:2104.09946Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Image Super-Resolution via Iterative Refinement 15 Apr 2021 · 4 repositories · arXiv:2104.07636Syntology 2 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; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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Image Compositing for Segmentation of Surgical Tools without Manual Annotations 18 Feb 2021 · 1 repository · arXiv:2102.09528Syntology 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 (of 2 harvested samples)
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TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation 8 Feb 2021 · 22 repositories · arXiv:2102.04306Syntology official: no sample here; runs from other or unrecorded repositories · 6 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; 4 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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Denoising Score-Matching for Uncertainty Quantification in Inverse Problems 16 Nov 2020 · 1 repository · arXiv:2011.08698Syntology 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 (of 1 harvested sample)
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Improving Perceptual Quality by Phone-Fortified Perceptual Loss using Wasserstein Distance for Speech Enhancement 28 Oct 2020 · 1 repository · arXiv:2010.15174Syntology official (archive's flag): 1 ran · 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 (of 1 harvested sample)
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Deep Active Learning in Remote Sensing for data efficient Change Detection 25 Aug 2020 · 1 repository · arXiv:2008.11201Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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HITNet: Hierarchical Iterative Tile Refinement Network for Real-time Stereo Matching 23 Jul 2020 · 9 repositories · arXiv:2007.12140Syntology 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 (of 5 harvested samples)
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Dense Hybrid Recurrent Multi-view Stereo Net with Dynamic Consistency Checking 21 Jul 2020 · 2 repositories · arXiv:2007.10872Syntology official (archive's flag): 14 ran · 26 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 1 honoured, 0 violated, 21 with no contract checked; 4 where Syntology's instrument failed) · 7 unverified (of 33 harvested samples) · 1 pointer-only (licence)
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Adversarial representation learning for private speech generation 16 Jun 2020 · 1 repository · arXiv:2006.09114Syntology 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) · 0 unverified (of 2 harvested samples)
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DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation 8 Jun 2020 · 4 repositories · arXiv:2006.04868Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation 31 May 2020 · 4 repositories · arXiv:2006.00414Syntology official (archive's flag): 2 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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iUNets: Fully invertible U-Nets with Learnable Up- and Downsampling 11 May 2020 · 2 repositories · arXiv:2005.05220Syntology official (archive's flag): 5 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples) · 1 pointer-only (licence)
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Learning Dynamic Routing for Semantic Segmentation 23 Mar 2020 · 1 repository · arXiv:2003.10401Syntology 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 (of 3 harvested samples) · 3 pointer-only (licence)
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Learning to Segment 3D Point Clouds in 2D Image Space 12 Mar 2020 · 1 repository · arXiv:2003.05593Syntology 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) · 3 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation 21 Jan 2020 · 3 repositories · arXiv:2001.07645Syntology official (archive's flag): 9 ran · 12 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; 3 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples)
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UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation 11 Dec 2019 · 13 repositories · arXiv:1912.05074Syntology community repositories only · 4 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; 1 where Syntology's instrument failed) · 5 unverified (of 9 harvested samples) · 3 pointer-only (licence)
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Towards Physics-informed Deep Learning for Turbulent Flow Prediction 20 Nov 2019 · 1 repository · arXiv:1911.08655Syntology 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) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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ResUNet++: An Advanced Architecture for Medical Image Segmentation 16 Nov 2019 · 6 repositories · arXiv:1911.07067Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling 14 Nov 2019 · 1 repository · arXiv:1911.06393Syntology 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 (of 6 harvested samples)
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U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging 24 Oct 2019 · 5 repositories · arXiv:1910.11162Syntology 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 (of 3 harvested samples) · 2 pointer-only (licence)
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Intracranial Hemorrhage Segmentation Using Deep Convolutional Model 18 Oct 2019 · 1 repository · arXiv:1910.08643Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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No Fear of the Dark: Image Retrieval under Varying Illumination Conditions 23 Aug 2019 · 1 repository · arXiv:1908.08999Syntology official (archive's flag): 1 ran · 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) · 6 unverified (of 7 harvested samples)
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Hetero-Modal Variational Encoder-Decoder for Joint Modality Completion and Segmentation 25 Jul 2019 · 1 repository · arXiv:1907.11150Syntology 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 (of 1 harvested sample) · 1 pointer-only (licence)
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Supervised Uncertainty Quantification for Segmentation with Multiple Annotations 3 Jul 2019 · 1 repository · arXiv:1907.01949Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
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Conditioned-U-Net: Introducing a Control Mechanism in the U-Net for Multiple Source Separations 2 Jul 2019 · 2 repositories · arXiv:1907.01277Syntology official (archive's flag): 1 ran · 1 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; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation 14 Jun 2019 · 4 repositories · arXiv:1906.06148Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 15 harvested samples)
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A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities 30 May 2019 · 4 repositories · arXiv:1905.13077Syntology 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) · 1 unverified (of 3 harvested samples)
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Phase-aware Speech Enhancement with Deep Complex U-Net 7 Mar 2019 · 9 repositories · arXiv:1903.03107Syntology 9 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; 3 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples) · 2 pointer-only (licence)
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MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation 11 Feb 2019 · 6 repositories · arXiv:1902.04049Syntology official (archive's flag): 6 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
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Graph Refinement based Airway Extraction using Mean-Field Networks and Graph Neural Networks 21 Nov 2018 · 1 repository · arXiv:1811.08674Syntology 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 (of 1 harvested sample)
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Deep Learning Methods for Reynolds-Averaged Navier-Stokes Simulations of Airfoil Flows 18 Oct 2018 · 2 repositories · arXiv:1810.08217Syntology 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) · 0 unverified (of 4 harvested samples)
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nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation 27 Sep 2018 · 9 repositories · arXiv:1809.10486Syntology community repositories only · 10 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; 1 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples)
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Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks 23 Aug 2018 · 5 repositories · arXiv:1808.08127Syntology 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) · 1 unverified (of 8 harvested samples)
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A Probabilistic U-Net for Segmentation of Ambiguous Images 13 Jun 2018 · 9 repositories · arXiv:1806.05034Syntology community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 1 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples)
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Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation 8 Jun 2018 · 10 repositories · arXiv:1806.03185Syntology official (archive's flag): 3 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (of 19 harvested samples) · 1 pointer-only (licence)
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Attention U-Net: Learning Where to Look for the Pancreas 11 Apr 2018 · 37 repositories · arXiv:1804.03999Syntology official (archive's flag): 2 ran · 23 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 8 where Syntology's instrument failed) · 5 unverified (of 28 harvested samples) · 7 pointer-only (licence)
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Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge 28 Feb 2018 · 7 repositories · arXiv:1802.10508Syntology 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) · 1 unverified (of 3 harvested samples)
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Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation 20 Feb 2018 · 12 repositories · arXiv:1802.06955Syntology 5 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; 5 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 5 pointer-only (licence)
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TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation 17 Jan 2018 · 13 repositories · arXiv:1801.05746Syntology 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 (of 2 harvested samples)
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Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolation 30 Nov 2017 · 5 repositories · arXiv:1712.00080Syntology 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 (of 2 harvested samples)
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3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation 21 Jun 2016 · 27 repositories · arXiv:1606.06650Syntology 59 ran (of which 18 constructed an object rather than computing a result; 42 with no instrument failure: 4 honoured, 0 violated, 38 with no contract checked; 17 where Syntology's instrument failed) · 17 unverified (of 76 harvested samples) · 20 pointer-only (licence)
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U-Net: Convolutional Networks for Biomedical Image Segmentation 18 May 2015 · 487 repositories · arXiv:1505.04597Syntology 530 ran (of which 247 constructed an object rather than computing a result; 383 with no instrument failure: 14 honoured, 6 violated, 363 with no contract checked; 147 where Syntology's instrument failed) · 227 unverified (of 757 harvested samples) · 426 pointer-only (licence)