Methods › General › Stochastic Optimization › SGD with Momentum › Papers where code ran, page 1

SGD with Momentum

Papers archive 2025-07-28

archive papers tagged: 144 · with a code link: 121 · where Syntology ran a sample: 72 (61 with a run with no instrument failure, 11 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (72 of 144 tagged: 61 with a run with no instrument failure, 11 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 1 of 1: papers 1 to 72 of the 72 tagged papers where Syntology ran at least one harvested sample (61 with a run with no instrument failure, 11 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.

• AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training
  22 May 2025 · 1 repository · arXiv:2505.16363
  Syntology official: no sample here; runs from other or unrecorded repositories · 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)
• Fast Diffusion Model
  12 Jun 2023 · 1 repository · arXiv:2306.06991
  Syntology official (archive's flag): 14 ran · 14 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; 6 where Syntology's instrument failed) · 3 unverified (of 17 harvested samples) · 9 pointer-only (licence)
• MoMo: Momentum Models for Adaptive Learning Rates
  12 May 2023 · 1 repository · arXiv:2305.07583
  Syntology 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)
• A view of mini-batch SGD via generating functions: conditions of convergence, phase transitions, benefit from negative momenta
  22 Jun 2022 · 1 repository · arXiv:2206.11124
  Syntology 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 (of 2 harvested samples)
• Positive-Negative Momentum: Manipulating Stochastic Gradient Noise to Improve Generalization
  31 Mar 2021 · 1 repository · arXiv:2103.17182
  Syntology 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample)
• Bottleneck Transformers for Visual Recognition
  27 Jan 2021 · 13 repositories · arXiv:2101.11605
  Syntology 26 ran (of which 9 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 23 unverified (of 49 harvested samples) · 8 pointer-only (licence)
• RepVGG: Making VGG-style ConvNets Great Again
  11 Jan 2021 · 25 repositories · arXiv:2101.03697
  Syntology official (archive's flag): 2 ran · 13 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; 5 where Syntology's instrument failed) · 3 unverified (of 16 harvested samples) · 6 pointer-only (licence)
• Regularizing Neural Networks via Adversarial Model Perturbation
  10 Oct 2020 · 1 repository · arXiv:2010.04925
  Syntology 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, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 12 harvested samples)
• YOLOv4: Optimal Speed and Accuracy of Object Detection
  23 Apr 2020 · 223 repositories · arXiv:2004.10934
  Syntology community repositories only · 142 ran (of which 0 constructed an object rather than computing a result; 133 with no instrument failure: 6 honoured, 0 violated, 127 with no contract checked; 9 where Syntology's instrument failed) · 42 unverified (of 184 harvested samples) · 21 pointer-only (licence)
• Supervised Contrastive Learning
  23 Apr 2020 · 26 repositories · arXiv:2004.11362
  Syntology community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 2 honoured, 0 violated, 12 with no contract checked; 3 where Syntology's instrument failed) · 6 unverified (of 23 harvested samples) · 5 pointer-only (licence)
• ResNeSt: Split-Attention Networks
  19 Apr 2020 · 36 repositories · arXiv:2004.08955
  Syntology official (archive's flag): 5 ran · 28 ran (of which 0 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 3 where Syntology's instrument failed) · 20 unverified (of 48 harvested samples) · 23 pointer-only (licence)
• Designing Network Design Spaces
  30 Mar 2020 · 26 repositories · arXiv:2003.13678
  Syntology community repositories only · 48 ran (of which 0 constructed an object rather than computing a result; 41 with no instrument failure: 4 honoured, 0 violated, 37 with no contract checked; 7 where Syntology's instrument failed) · 5 unverified (of 53 harvested samples) · 7 pointer-only (licence)
• Improved Baselines with Momentum Contrastive Learning
  9 Mar 2020 · 36 repositories · arXiv:2003.04297
  Syntology official: no sample here; runs from other or unrecorded repositories · 28 ran (of which 0 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 1 violated, 20 with no contract checked; 7 where Syntology's instrument failed) · 15 unverified (of 43 harvested samples) · 15 pointer-only (licence)
• Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network
  17 Jan 2020 · 1 repository · arXiv:2001.06268
  Syntology 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) · 8 unverified (of 11 harvested samples)
• Big Transfer (BiT): General Visual Representation Learning
  24 Dec 2019 · 9 repositories · arXiv:1912.11370
  Syntology community repositories only · 9 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; 2 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples)
• PointRend: Image Segmentation as Rendering
  17 Dec 2019 · 14 repositories · arXiv:1912.08193
  Syntology community repositories only · 16 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; 3 where Syntology's instrument failed) · 2 unverified (of 18 harvested samples)
• Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection
  5 Dec 2019 · 13 repositories · arXiv:1912.02424
  Syntology 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)
• What's Hidden in a Randomly Weighted Neural Network?
  29 Nov 2019 · 4 repositories · arXiv:1911.13299
  Syntology 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) · 0 unverified (of 9 harvested samples) · 5 pointer-only (licence)
• GhostNet: More Features from Cheap Operations
  27 Nov 2019 · 33 repositories · arXiv:1911.11907
  Syntology 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 (of 23 harvested samples) · 5 pointer-only (licence)
• EfficientDet: Scalable and Efficient Object Detection
  20 Nov 2019 · 64 repositories · arXiv:1911.09070
  Syntology official (archive's flag): 1 ran · 55 ran (of which 1 constructed an object rather than computing a result; 48 with no instrument failure: 4 honoured, 0 violated, 44 with no contract checked; 7 where Syntology's instrument failed) · 15 unverified (of 70 harvested samples) · 7 pointer-only (licence)
• CenterMask : Real-Time Anchor-Free Instance Segmentation
  15 Nov 2019 · 8 repositories · arXiv:1911.06667
  Syntology 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, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Momentum Contrast for Unsupervised Visual Representation Learning
  13 Nov 2019 · 44 repositories · arXiv:1911.05722
  Syntology community repositories only · 28 ran (of which 16 constructed an object rather than computing a result; 23 with no instrument failure: 0 honoured, 0 violated, 23 with no contract checked; 5 where Syntology's instrument failed) · 14 unverified (of 42 harvested samples) · 19 pointer-only (licence)
• ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
  8 Oct 2019 · 13 repositories · arXiv:1910.03151
  Syntology 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) · 5 unverified (of 8 harvested samples) · 1 pointer-only (licence)
• RandAugment: Practical automated data augmentation with a reduced search space
  30 Sep 2019 · 19 repositories · arXiv:1909.13719
  Syntology 58 ran (of which 1 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 51 where Syntology's instrument failed) · 7 unverified (of 65 harvested samples) · 17 pointer-only (licence)
• Densely Connected Search Space for More Flexible Neural Architecture Search
  23 Jun 2019 · 1 repository · arXiv:1906.09607
  Syntology 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 (of 2 harvested samples)
• Contrastive Multiview Coding
  13 Jun 2019 · 8 repositories · arXiv:1906.05849
  Syntology official (archive's flag): 1 ran · 4 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; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 2 pointer-only (licence)
• Stochastic Gradient Methods with Layer-wise Adaptive Moments for Training of Deep Networks
  27 May 2019 · 3 repositories · arXiv:1905.11286
  Syntology 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) · 3 unverified (of 16 harvested samples) · 1 pointer-only (licence)
• Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks
  23 May 2019 · 3 repositories · arXiv:1905.09646
  Syntology community repositories only · 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) · 2 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features
  13 May 2019 · 30 repositories · arXiv:1905.04899
  Syntology community repositories only · 17 ran (of which 6 constructed an object rather than computing a result; 11 with no instrument failure: 2 honoured, 0 violated, 9 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified (of 24 harvested samples) · 5 pointer-only (licence)
• Attention Augmented Convolutional Networks
  22 Apr 2019 · 14 repositories · arXiv:1904.09925
  Syntology 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) · 3 unverified (of 6 harvested samples) · 1 pointer-only (licence)
• Res2Net: A New Multi-scale Backbone Architecture
  2 Apr 2019 · 34 repositories · arXiv:1904.01169
  Syntology 5 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; 2 where Syntology's instrument failed) · 4 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• FCOS: Fully Convolutional One-Stage Object Detection
  2 Apr 2019 · 87 repositories · arXiv:1904.01355
  Syntology official: no sample here; runs from other or unrecorded repositories · 37 ran (of which 0 constructed an object rather than computing a result; 31 with no instrument failure: 2 honoured, 2 violated, 27 with no contract checked; 6 where Syntology's instrument failed) · 3 unverified (of 40 harvested samples) · 19 pointer-only (licence)
• Exploring Randomly Wired Neural Networks for Image Recognition
  2 Apr 2019 · 9 repositories · arXiv:1904.01569
  Syntology 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 21 unverified (of 31 harvested samples) · 1 pointer-only (licence)
• SRM : A Style-based Recalibration Module for Convolutional Neural Networks
  26 Mar 2019 · 1 repository · arXiv:1903.10829
  Syntology 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)
• DetNAS: Backbone Search for Object Detection
  26 Mar 2019 · 2 repositories · arXiv:1903.10979
  Syntology 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 (of 8 harvested samples) · 3 pointer-only (licence)
• Feature Selective Anchor-Free Module for Single-Shot Object Detection
  2 Mar 2019 · 4 repositories · arXiv:1903.00621
  Syntology 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) · 6 unverified (of 8 harvested samples)
• ELASTIC: Improving CNNs with Dynamic Scaling Policies
  13 Dec 2018 · 1 repository · arXiv:1812.05262
  Syntology 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) · 7 unverified (of 10 harvested samples) · 1 pointer-only (licence)
• FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
  9 Dec 2018 · 5 repositories · arXiv:1812.03443
  Syntology 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 (of 1 harvested sample)
• Grid R-CNN
  29 Nov 2018 · 2 repositories · arXiv:1811.12030
  Syntology 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)
• Deformable ConvNets v2: More Deformable, Better Results
  27 Nov 2018 · 26 repositories · arXiv:1811.11168
  Syntology 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) · 3 unverified (of 13 harvested samples) · 4 pointer-only (licence)
• M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network
  12 Nov 2018 · 11 repositories · arXiv:1811.04533
  Syntology 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)
• Acquisition of Localization Confidence for Accurate Object Detection
  30 Jul 2018 · 4 repositories · arXiv:1807.11590
  Syntology community repositories only · 17 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; 2 where Syntology's instrument failed) · 1 unverified (of 18 harvested samples) · 2 pointer-only (licence)
• CBAM: Convolutional Block Attention Module
  17 Jul 2018 · 31 repositories · arXiv:1807.06521
  Syntology 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (of 22 harvested samples) · 3 pointer-only (licence)
• Representation Learning with Contrastive Predictive Coding
  10 Jul 2018 · 28 repositories · arXiv:1807.03748
  Syntology 35 ran (of which 21 constructed an object rather than computing a result; 30 with no instrument failure: 1 honoured, 0 violated, 29 with no contract checked; 5 where Syntology's instrument failed) · 10 unverified (of 45 harvested samples) · 22 pointer-only (licence)
• SqueezeNext: Hardware-Aware Neural Network Design
  23 Mar 2018 · 8 repositories · arXiv:1803.10615
  Syntology 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)
• Path Aggregation Network for Instance Segmentation
  5 Mar 2018 · 10 repositories · arXiv:1803.01534
  Syntology official (archive's flag): 2 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) · 1 unverified (of 4 harvested samples) · 2 pointer-only (licence)
• A Closer Look at Spatiotemporal Convolutions for Action Recognition
  30 Nov 2017 · 24 repositories · arXiv:1711.11248
  Syntology 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) · 3 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• Receptive Field Block Net for Accurate and Fast Object Detection
  21 Nov 2017 · 7 repositories · arXiv:1711.07767
  Syntology official: no sample here; runs from other or unrecorded repositories · 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) · 3 pointer-only (licence)
• Non-local Neural Networks
  21 Nov 2017 · 32 repositories · arXiv:1711.07971
  Syntology official (archive's flag): 1 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 (of 4 harvested samples) · 4 pointer-only (licence)
• Decoupled Weight Decay Regularization
  14 Nov 2017 · 23 repositories · arXiv:1711.05101
  Syntology community repositories only · 18 ran (of which 6 constructed an object rather than computing a result; 18 with no instrument failure: 3 honoured, 0 violated, 15 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 23 harvested samples) · 5 pointer-only (licence)
• Squeeze-and-Excitation Networks
  5 Sep 2017 · 85 repositories · arXiv:1709.01507
  Syntology community repositories only · 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) · 7 unverified (of 9 harvested samples) · 6 pointer-only (licence)
• Focal Loss for Dense Object Detection
  7 Aug 2017 · 234 repositories · arXiv:1708.02002
  Syntology community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 9 where Syntology's instrument failed) · 0 unverified (of 11 harvested samples) · 6 pointer-only (licence)
• Rethinking Atrous Convolution for Semantic Image Segmentation
  17 Jun 2017 · 77 repositories · arXiv:1706.05587
  Syntology 3 ran (of which 0 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) · 4 unverified (of 7 harvested samples) · 3 pointer-only (licence)
• YOLO9000: Better, Faster, Stronger
  25 Dec 2016 · 231 repositories · arXiv:1612.08242
  Syntology 44 ran (of which 0 constructed an object rather than computing a result; 33 with no instrument failure: 1 honoured, 4 violated, 28 with no contract checked; 11 where Syntology's instrument failed) · 16 unverified (of 60 harvested samples) · 23 pointer-only (licence)
• Pyramid Scene Parsing Network
  4 Dec 2016 · 67 repositories · arXiv:1612.01105
  Syntology 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 (of 29 harvested samples) · 5 pointer-only (licence)
• Aggregated Residual Transformations for Deep Neural Networks
  16 Nov 2016 · 61 repositories · arXiv:1611.05431
  Syntology community repositories only · 51 ran (of which 7 constructed an object rather than computing a result; 31 with no instrument failure: 0 honoured, 0 violated, 31 with no contract checked; 20 where Syntology's instrument failed) · 29 unverified (of 80 harvested samples) · 13 pointer-only (licence)
• Xception: Deep Learning with Depthwise Separable Convolutions
  7 Oct 2016 · 41 repositories · arXiv:1610.02357
  Syntology 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 (of 15 harvested samples)
• DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
  2 Jun 2016 · 47 repositories · arXiv:1606.00915
  Syntology 43 ran (of which 12 constructed an object rather than computing a result; 39 with no instrument failure: 1 honoured, 0 violated, 38 with no contract checked; 4 where Syntology's instrument failed) · 20 unverified (of 63 harvested samples) · 18 pointer-only (licence)
• FractalNet: Ultra-Deep Neural Networks without Residuals
  24 May 2016 · 4 repositories · arXiv:1605.07648
  Syntology 4 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; 4 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 1 pointer-only (licence)
• Identity Mappings in Deep Residual Networks
  16 Mar 2016 · 54 repositories · arXiv:1603.05027
  Syntology community repositories only · 14 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 11 unverified (of 25 harvested samples) · 2 pointer-only (licence)
• SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size
  24 Feb 2016 · 59 repositories · arXiv:1602.07360
  Syntology community repositories only · 4 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; 4 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 2 pointer-only (licence)
• Deep Residual Learning for Image Recognition
  10 Dec 2015 · 484 repositories · arXiv:1512.03385
  Syntology official: no sample here; runs from other or unrecorded repositories · 254 ran (of which 108 constructed an object rather than computing a result; 166 with no instrument failure: 3 honoured, 1 violated, 162 with no contract checked; 88 where Syntology's instrument failed) · 123 unverified (of 377 harvested samples) · 193 pointer-only (licence)
• SSD: Single Shot MultiBox Detector
  8 Dec 2015 · 221 repositories · arXiv:1512.02325
  Syntology community repositories only · 93 ran (of which 0 constructed an object rather than computing a result; 79 with no instrument failure: 3 honoured, 1 violated, 75 with no contract checked; 14 where Syntology's instrument failed) · 38 unverified (of 131 harvested samples) · 9 pointer-only (licence)
• Rethinking the Inception Architecture for Computer Vision
  2 Dec 2015 · 113 repositories · arXiv:1512.00567
  Syntology 20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 26 harvested samples) · 5 pointer-only (licence)
• SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
  2 Nov 2015 · 74 repositories · arXiv:1511.00561
  Syntology 22 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; 8 where Syntology's instrument failed) · 22 unverified (of 44 harvested samples) · 11 pointer-only (licence)
• You Only Look Once: Unified, Real-Time Object Detection
  8 Jun 2015 · 144 repositories · arXiv:1506.02640
  Syntology 89 ran (of which 27 constructed an object rather than computing a result; 59 with no instrument failure: 4 honoured, 4 violated, 51 with no contract checked; 30 where Syntology's instrument failed) · 59 unverified (of 148 harvested samples) · 98 pointer-only (licence)
• Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
  11 Feb 2015 · 70 repositories · arXiv:1502.03167
  Syntology 19 ran (of which 5 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (of 21 harvested samples) · 5 pointer-only (licence)
• Conditional Random Fields as Recurrent Neural Networks
  11 Feb 2015 · 6 repositories · arXiv:1502.03240
  Syntology official (archive's flag): 1 ran · 7 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; 0 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 2 pointer-only (licence)
• Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
  6 Feb 2015 · 15 repositories · arXiv:1502.01852
  Syntology 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)
• Going Deeper with Convolutions
  17 Sep 2014 · 83 repositories · arXiv:1409.4842
  Syntology community repositories only · 34 ran (of which 19 constructed an object rather than computing a result; 30 with no instrument failure: 0 honoured, 0 violated, 30 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (of 42 harvested samples) · 21 pointer-only (licence)
• Very Deep Convolutional Networks for Large-Scale Image Recognition
  4 Sep 2014 · 305 repositories · arXiv:1409.1556
  Syntology 81 ran (of which 0 constructed an object rather than computing a result; 71 with no instrument failure: 0 honoured, 0 violated, 71 with no contract checked; 10 where Syntology's instrument failed) · 41 unverified (of 122 harvested samples) · 8 pointer-only (licence)
• Visualizing and Understanding Convolutional Networks
  12 Nov 2013 · 18 repositories · arXiv:1311.2901
  Syntology 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) · 2 unverified (of 4 harvested samples) · 3 pointer-only (licence)