| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features |
30 |
1 |
13 May 2019 |
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 (5 pointer-only for licence) |
| MixMatch: A Holistic Approach to Semi-Supervised Learning |
30 |
1 |
6 May 2019 |
community repositories only · 47 ran (of which 8 constructed an object rather than computing a result; 29 with no instrument failure: 8 honoured, 0 violated, 21 with no contract checked; 18 where Syntology's instrument failed) · 16 unverified (34 pointer-only for licence) |
| Fast AutoAugment |
11 |
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1 May 2019 |
official (archive's flag): 9 ran · 37 ran (of which 2 constructed an object rather than computing a result; 21 with no instrument failure: 0 honoured, 0 violated, 21 with no contract checked; 16 where Syntology's instrument failed) · 3 unverified (7 pointer-only for licence) |
| Attention Augmented Convolutional Networks |
14 |
1 |
22 Apr 2019 |
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 (1 pointer-only for licence) |
| Deep Comprehensive Correlation Mining for Image Clustering |
1 |
1 |
15 Apr 2019 |
not harvested |
| Res2Net: A New Multi-scale Backbone Architecture |
34 |
1 |
2 Apr 2019 |
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 (9 pointer-only for licence) |
| Selective Kernel Networks |
20 |
1 |
15 Mar 2019 |
community repositories only · 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 (3 pointer-only for licence) |
| Improving Neural Architecture Search Image Classifiers via Ensemble Learning |
1 |
1 |
14 Mar 2019 |
not harvested |
| On Tiny Episodic Memories in Continual Learning |
6 |
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27 Feb 2019 |
not harvested |
| Learning Implicitly Recurrent CNNs Through Parameter Sharing |
1 |
1 |
26 Feb 2019 |
not harvested |
| ColorNet: Investigating the importance of color spaces for image classification |
1 |
1 |
1 Feb 2019 |
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| Training Neural Networks with Local Error Signals |
2 |
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20 Jan 2019 |
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| Class-Balanced Loss Based on Effective Number of Samples |
11 |
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16 Jan 2019 |
official (archive's flag): 8 ran · 15 ran (of which 2 constructed an object rather than computing a result; 13 with no instrument failure: 0 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 12 unverified |
| Deep Anomaly Detection with Outlier Exposure |
9 |
2 |
11 Dec 2018 |
community repositories only · 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) · 0 unverified (4 pointer-only for licence) |
| Efficient Lifelong Learning with A-GEM |
3 |
1 |
2 Dec 2018 |
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) · 10 unverified |
| GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism |
13 |
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16 Nov 2018 |
20 ran (of which 0 constructed an object rather than computing a result; 19 with no instrument failure: 0 honoured, 0 violated, 19 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (16 pointer-only for licence) |
| Attend and Rectify: a Gated Attention Mechanism for Fine-Grained Recovery |
1 |
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19 Jul 2018 |
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| Deep Clustering for Unsupervised Learning of Visual Features |
9 |
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15 Jul 2018 |
community repositories only · 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) · 2 unverified (4 pointer-only for licence) |
| Manifold Mixup: Better Representations by Interpolating Hidden States |
12 |
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13 Jun 2018 |
official: no sample here; runs from other or unrecorded repositories · 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) · 4 unverified (5 pointer-only for licence) |
| Delta-encoder: an effective sample synthesis method for few-shot object recognition |
1 |
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12 Jun 2018 |
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| Deep Anomaly Detection Using Geometric Transformations |
3 |
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28 May 2018 |
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 |
| AutoAugment: Learning Augmentation Policies from Data |
33 |
1 |
24 May 2018 |
community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 2 violated, 20 with no contract checked; 3 where Syntology's instrument failed) · 18 unverified (4 pointer-only for licence) |
| Unsupervised Learning using Pretrained CNN and Associative Memory Bank |
0 |
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2 May 2018 |
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| Averaging Weights Leads to Wider Optima and Better Generalization |
17 |
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14 Mar 2018 |
official (archive's flag): 2 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 1 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence) |
| Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet |
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17 Feb 2018 |
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| PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning |
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15 Nov 2017 |
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 (1 pointer-only for licence) |
| mixup: Beyond Empirical Risk Minimization |
71 |
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25 Oct 2017 |
community repositories only · 36 ran (of which 5 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 20 where Syntology's instrument failed) · 11 unverified (15 pointer-only for licence) |
| Deep Convolutional Neural Networks as Generic Feature Extractors |
0 |
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6 Oct 2017 |
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| Deep Adaptive Image Clustering |
1 |
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1 Oct 2017 |
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| Deep Competitive Pathway Networks |
1 |
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29 Sep 2017 |
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| Squeeze-and-Excitation Networks |
85 |
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5 Sep 2017 |
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 (6 pointer-only for licence) |
| Deep Convolutional Decision Jungle for Image Classification |
0 |
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6 Jun 2017 |
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| Large-Scale Evolution of Image Classifiers |
2 |
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3 Mar 2017 |
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 |
| Oriented Response Networks |
1 |
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7 Jan 2017 |
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| Overcoming catastrophic forgetting in neural networks |
29 |
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2 Dec 2016 |
16 ran (of which 8 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 0 violated, 10 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (4 pointer-only for licence) |
| iCaRL: Incremental Classifier and Representation Learning |
10 |
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23 Nov 2016 |
official (archive's flag): 2 ran · 5 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; 3 where Syntology's instrument failed) · 9 unverified (3 pointer-only for licence) |
| Learning Identity Mappings with Residual Gates |
0 |
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4 Nov 2016 |
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| Temporal Ensembling for Semi-Supervised Learning |
7 |
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7 Oct 2016 |
community repositories only · 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) · 4 unverified (2 pointer-only for licence) |
| Densely Connected Convolutional Networks |
146 |
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25 Aug 2016 |
community repositories only · 48 ran (of which 0 constructed an object rather than computing a result; 32 with no instrument failure: 1 honoured, 0 violated, 31 with no contract checked; 16 where Syntology's instrument failed) · 23 unverified (8 pointer-only for licence) |
| Lets keep it simple, Using simple architectures to outperform deeper and more complex architectures |
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22 Aug 2016 |
community repositories only · 11 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; 3 where Syntology's instrument failed) · 0 unverified |
| Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning |
0 |
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14 Jun 2016 |
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| Wide Residual Networks |
72 |
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23 May 2016 |
official (archive's flag): 3 ran · 66 ran (of which 31 constructed an object rather than computing a result; 48 with no instrument failure: 0 honoured, 0 violated, 48 with no contract checked; 18 where Syntology's instrument failed) · 30 unverified (50 pointer-only for licence) |
| Deep Residual Networks with Exponential Linear Unit |
1 |
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14 Apr 2016 |
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| Joint Unsupervised Learning of Deep Representations and Image Clusters |
3 |
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13 Apr 2016 |
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 |
| Deep Networks with Stochastic Depth |
15 |
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30 Mar 2016 |
community repositories only · 8 ran (of which 5 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 (2 pointer-only for licence) |
| Identity Mappings in Deep Residual Networks |
54 |
1 |
16 Mar 2016 |
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 (2 pointer-only for licence) |
| Deep Residual Learning for Image Recognition |
484 |
1 |
10 Dec 2015 |
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 (193 pointer-only for licence) |
| Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) |
16 |
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23 Nov 2015 |
5 ran (of which 1 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) · 2 unverified (2 pointer-only for licence) |
| All you need is a good init |
11 |
1 |
19 Nov 2015 |
official: harvested, nothing ran · 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) · 9 unverified (2 pointer-only for licence) |
| Unsupervised Deep Embedding for Clustering Analysis |
23 |
1 |
19 Nov 2015 |
official (archive's flag): 3 ran · 13 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; 1 where Syntology's instrument failed) · 12 unverified (3 pointer-only for licence) |
| Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks |
258 |
1 |
19 Nov 2015 |
128 ran (of which 61 constructed an object rather than computing a result; 111 with no instrument failure: 3 honoured, 0 violated, 108 with no contract checked; 17 where Syntology's instrument failed) · 91 unverified (111 pointer-only for licence) |
| Competitive Multi-scale Convolution |
0 |
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18 Nov 2015 |
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| Universum Prescription: Regularization using Unlabeled Data |
0 |
1 |
11 Nov 2015 |
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| Batch-normalized Maxout Network in Network |
1 |
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9 Nov 2015 |
3 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; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| How Important is Weight Symmetry in Backpropagation? |
2 |
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17 Oct 2015 |
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| Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree |
2 |
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30 Sep 2015 |
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) · 5 unverified (1 pointer-only for licence) |
| On the Importance of Normalisation Layers in Deep Learning with Piecewise Linear Activation Units |
0 |
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3 Aug 2015 |
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| Training Very Deep Networks |
3 |
1 |
22 Jul 2015 |
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| Spectral Representations for Convolutional Neural Networks |
0 |
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11 Jun 2015 |
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| Stacked What-Where Auto-encoders |
2 |
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8 Jun 2015 |
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| Empirical Evaluation of Rectified Activations in Convolutional Network |
2 |
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5 May 2015 |
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| Distilling the Knowledge in a Neural Network |
64 |
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9 Mar 2015 |
23 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 6 honoured, 0 violated, 8 with no contract checked; 9 where Syntology's instrument failed) · 14 unverified (11 pointer-only for licence) |
| Scalable Bayesian Optimization Using Deep Neural Networks |
4 |
1 |
19 Feb 2015 |
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 |
| Learning Activation Functions to Improve Deep Neural Networks |
3 |
1 |
21 Dec 2014 |
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| Striving for Simplicity: The All Convolutional Net |
37 |
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21 Dec 2014 |
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) · 0 unverified |
| Fractional Max-Pooling |
5 |
1 |
18 Dec 2014 |
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 |
| HD-CNN: Hierarchical Deep Convolutional Neural Network for Large Scale Visual Recognition |
4 |
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3 Oct 2014 |
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| Spatially-sparse convolutional neural networks |
3 |
1 |
22 Sep 2014 |
0 ran · 2 unverified |
| Deeply-Supervised Nets |
1 |
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18 Sep 2014 |
20 ran (of which 0 constructed an object rather than computing a result; 20 with no instrument failure: 0 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified |
| Auto-Encoding Variational Bayes |
144 |
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20 Dec 2013 |
140 ran (of which 52 constructed an object rather than computing a result; 120 with no instrument failure: 4 honoured, 2 violated, 114 with no contract checked; 20 where Syntology's instrument failed) · 59 unverified (103 pointer-only for licence) |
| Improving Deep Neural Networks with Probabilistic Maxout Units |
0 |
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20 Dec 2013 |
not harvested |
| Network In Network |
17 |
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16 Dec 2013 |
community repositories only · 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 (1 pointer-only for licence) |
| Discriminative Transfer Learning with Tree-based Priors |
0 |
1 |
1 Dec 2013 |
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| Maxout Networks |
7 |
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18 Feb 2013 |
0 ran · 3 unverified |
| Stochastic Pooling for Regularization of Deep Convolutional Neural Networks |
1 |
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16 Jan 2013 |
not harvested |