| DiCENet: Dimension-wise Convolutions for Efficient Networks |
2 |
1 |
8 Jun 2019 |
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 |
| Learning Representations by Maximizing Mutual Information Across Views |
3 |
3 |
3 Jun 2019 |
8 ran (of which 5 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence) |
| EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks |
144 |
8 |
28 May 2019 |
official: no sample here; runs from other or unrecorded repositories · 198 ran (of which 73 constructed an object rather than computing a result; 157 with no instrument failure: 26 honoured, 2 violated, 129 with no contract checked; 41 where Syntology's instrument failed) · 104 unverified (113 pointer-only for licence) |
| Spatial Group-wise Enhance: Improving Semantic Feature Learning in Convolutional Networks |
3 |
2 |
23 May 2019 |
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 (4 pointer-only for licence) |
| Data-Efficient Image Recognition with Contrastive Predictive Coding |
4 |
6 |
22 May 2019 |
2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features |
30 |
2 |
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) |
| S4L: Self-Supervised Semi-Supervised Learning |
1 |
22 |
9 May 2019 |
14 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; 0 where Syntology's instrument failed) · 5 unverified (19 pointer-only for licence) |
| Searching for MobileNetV3 |
67 |
1 |
6 May 2019 |
86 ran (of which 22 constructed an object rather than computing a result; 75 with no instrument failure: 6 honoured, 2 violated, 67 with no contract checked; 11 where Syntology's instrument failed) · 19 unverified (46 pointer-only for licence) |
| Fast AutoAugment |
11 |
4 |
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) |
| Unsupervised Data Augmentation for Consistency Training |
20 |
2 |
29 Apr 2019 |
official (archive's flag): 10 ran · 30 ran (of which 3 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (17 pointer-only for licence) |
| Local Relation Networks for Image Recognition |
5 |
1 |
25 Apr 2019 |
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) |
| 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) |
| Drop an Octave: Reducing Spatial Redundancy in Convolutional Neural Networks with Octave Convolution |
28 |
1 |
10 Apr 2019 |
community repositories only · 24 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 13 where Syntology's instrument failed) · 10 unverified (9 pointer-only for licence) |
| Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours |
9 |
1 |
5 Apr 2019 |
official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 12 unverified (1 pointer-only for licence) |
| A Comprehensive Overhaul of Feature Distillation |
2 |
1 |
3 Apr 2019 |
official (archive's flag): 4 ran · 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) · 2 unverified (1 pointer-only for licence) |
| Res2Net: A New Multi-scale Backbone Architecture |
34 |
2 |
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) |
| Exploring Randomly Wired Neural Networks for Image Recognition |
9 |
3 |
2 Apr 2019 |
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 (1 pointer-only for licence) |
| Single Path One-Shot Neural Architecture Search with Uniform Sampling |
6 |
3 |
31 Mar 2019 |
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 (3 pointer-only for licence) |
| SRM : A Style-based Recalibration Module for Convolutional Neural Networks |
1 |
1 |
26 Mar 2019 |
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 (2 pointer-only for licence) |
| sharpDARTS: Faster and More Accurate Differentiable Architecture Search |
2 |
2 |
23 Mar 2019 |
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 |
| 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) |
| Learned Step Size Quantization |
9 |
5 |
21 Feb 2019 |
14 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 4 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 9 unverified (6 pointer-only for licence) |
| MultiGrain: a unified image embedding for classes and instances |
3 |
10 |
14 Feb 2019 |
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) · 0 unverified |
| Revisiting Self-Supervised Visual Representation Learning |
6 |
4 |
25 Jan 2019 |
official (archive's flag): 5 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (7 pointer-only for licence) |
| FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search |
5 |
1 |
9 Dec 2018 |
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 |
| Bag of Tricks for Image Classification with Convolutional Neural Networks |
28 |
1 |
4 Dec 2018 |
community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence) |
| ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware |
23 |
2 |
2 Dec 2018 |
official (archive's flag): 2 ran · 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) · 10 unverified (4 pointer-only for licence) |
| ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network |
10 |
1 |
28 Nov 2018 |
community repositories only · 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 |
| GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism |
13 |
1 |
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) |
| MnasNet: Platform-Aware Neural Architecture Search for Mobile |
29 |
3 |
31 Jul 2018 |
community repositories only · 4 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; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence) |
| ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design |
35 |
1 |
30 Jul 2018 |
14 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; 1 where Syntology's instrument failed) · 16 unverified (3 pointer-only for licence) |
| Deep Clustering for Unsupervised Learning of Visual Features |
9 |
1 |
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) |
| Representation Learning with Contrastive Predictive Coding |
28 |
3 |
10 Jul 2018 |
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 (22 pointer-only for licence) |
| An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solution |
24 |
1 |
9 Jul 2018 |
community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 2 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified |
| PCL: Proposal Cluster Learning for Weakly Supervised Object Detection |
4 |
1 |
9 Jul 2018 |
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) · 3 unverified |
| DARTS: Differentiable Architecture Search |
59 |
1 |
24 Jun 2018 |
official: harvested, nothing ran · 74 ran (of which 30 constructed an object rather than computing a result; 60 with no instrument failure: 9 honoured, 1 violated, 50 with no contract checked; 14 where Syntology's instrument failed) · 82 unverified (54 pointer-only for licence) |
| AutoAugment: Learning Augmentation Policies from Data |
33 |
2 |
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 Feature Learning via Non-Parametric Instance-level Discrimination |
15 |
1 |
5 May 2018 |
community repositories only · 19 ran (of which 14 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence) |
| Unsupervised Representation Learning by Predicting Image Rotations |
20 |
1 |
21 Mar 2018 |
official: harvested, nothing ran · 16 ran (of which 7 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (18 pointer-only for licence) |
| Averaging Weights Leads to Wider Optima and Better Generalization |
17 |
2 |
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) |
| MobileNetV2: Inverted Residuals and Linear Bottlenecks |
159 |
2 |
13 Jan 2018 |
85 ran (of which 40 constructed an object rather than computing a result; 65 with no instrument failure: 8 honoured, 0 violated, 57 with no contract checked; 20 where Syntology's instrument failed) · 26 unverified (64 pointer-only for licence) |
| Sparse learning of stochastic dynamic equations |
1 |
1 |
6 Dec 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) · 2 unverified (3 pointer-only for licence) |
| Progressive Neural Architecture Search |
18 |
2 |
2 Dec 2017 |
official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| Representation Learning by Learning to Count |
2 |
1 |
22 Aug 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 (1 pointer-only for licence) |
| Residual Attention Network for Image Classification |
19 |
1 |
23 Apr 2017 |
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) |
| MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications |
159 |
1 |
17 Apr 2017 |
official: no sample here; runs from other or unrecorded repositories · 53 ran (of which 28 constructed an object rather than computing a result; 44 with no instrument failure: 4 honoured, 0 violated, 40 with no contract checked; 9 where Syntology's instrument failed) · 30 unverified (48 pointer-only for licence) |
| Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results |
8 |
1 |
6 Mar 2017 |
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) · 0 unverified (6 pointer-only for licence) |
| Paying More Attention to Attention: Improving the Performance of Convolutional Neural Networks via Attention Transfer |
7 |
2 |
12 Dec 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) |
| Aggregated Residual Transformations for Deep Neural Networks |
61 |
1 |
16 Nov 2016 |
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 (13 pointer-only for licence) |
| Xception: Deep Learning with Depthwise Separable Convolutions |
41 |
1 |
7 Oct 2016 |
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 |
| Pruning Filters for Efficient ConvNets |
21 |
3 |
31 Aug 2016 |
23 ran (of which 4 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 14 where Syntology's instrument failed) · 13 unverified (22 pointer-only for licence) |
| Densely Connected Convolutional Networks |
146 |
4 |
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 |
9 |
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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 |
| FractalNet: Ultra-Deep Neural Networks without Residuals |
4 |
1 |
24 May 2016 |
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 (1 pointer-only for licence) |
| Wide Residual Networks |
72 |
1 |
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) |
| Colorful Image Colorization |
39 |
1 |
28 Mar 2016 |
official (archive's flag): 3 ran · 47 ran (of which 10 constructed an object rather than computing a result; 30 with no instrument failure: 1 honoured, 2 violated, 27 with no contract checked; 17 where Syntology's instrument failed) · 26 unverified (41 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) |
| SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size |
59 |
1 |
24 Feb 2016 |
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 (2 pointer-only for licence) |
| Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning |
87 |
1 |
23 Feb 2016 |
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 |
| Deep Residual Learning for Image Recognition |
484 |
3 |
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) |
| Distilling the Knowledge in a Neural Network |
64 |
2 |
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) |