</> Code with Papers by Syntology

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ImageNet

Papers archive 2025-07-28

papers with a benchmark row: 630 · with a code link: 588 · where Syntology ran a sample: 361 (312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (361 of 630 with a benchmark row: 312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument)

Page 7 of 7: papers 601 to 630 of 630 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 15,430. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “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” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell 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. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
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)
Multi-task Self-Supervised Visual Learning 0 2 25 Aug 2017 not harvested
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)
Learning Transferable Architectures for Scalable Image Recognition 17 1 21 Jul 2017 0 ran · 1 unverified (1 pointer-only for licence)
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era 2 1 10 Jul 2017 not harvested
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices 38 1 4 Jul 2017 not harvested
Few-Example Object Detection with Model Communication 1 1 26 Jun 2017 not harvested
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)
Multiple Instance Detection Network with Online Instance Classifier Refinement 4 1 1 Apr 2017 not harvested
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)
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction 2 1 29 Nov 2016 not harvested
Weakly Supervised Cascaded Convolutional Networks 0 1 24 Nov 2016 not harvested
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 8 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)
Synthesized Classifiers for Zero-Shot Learning 2 1 2 Mar 2016 0 ran · 3 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)
FireCaffe: near-linear acceleration of deep neural network training on compute clusters 0 2 31 Oct 2015 not harvested
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)
Zero-Shot Learning by Convex Combination of Semantic Embeddings 2 1 19 Dec 2013 0 ran · 3 unverified (3 pointer-only for licence)