| An Empirical Study of Training Self-Supervised Vision Transformers |
9 |
7 |
5 Apr 2021 |
official: no sample here; runs from other or unrecorded repositories · 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) |
| LeViT: a Vision Transformer in ConvNet's Clothing for Faster Inference |
12 |
10 |
2 Apr 2021 |
official (archive's flag): 3 ran · 23 ran (of which 16 constructed an object rather than computing a result; 21 with no instrument failure: 3 honoured, 1 violated, 17 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified |
| EfficientNetV2: Smaller Models and Faster Training |
26 |
7 |
1 Apr 2021 |
official (archive's flag): 1 ran · 55 ran (of which 14 constructed an object rather than computing a result; 46 with no instrument failure: 11 honoured, 0 violated, 35 with no contract checked; 9 where Syntology's instrument failed) · 24 unverified (13 pointer-only for licence) |
| Going deeper with Image Transformers |
21 |
12 |
31 Mar 2021 |
official: no sample here; runs from other or unrecorded repositories · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence) |
| Rethinking Spatial Dimensions of Vision Transformers |
12 |
4 |
30 Mar 2021 |
official: harvested, nothing ran · 10 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 10 unverified |
| Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding |
3 |
6 |
29 Mar 2021 |
official (archive's flag): 3 ran · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 2 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence) |
| CvT: Introducing Convolutions to Vision Transformers |
16 |
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29 Mar 2021 |
official (archive's flag): 10 ran · 39 ran (of which 19 constructed an object rather than computing a result; 36 with no instrument failure: 2 honoured, 0 violated, 34 with no contract checked; 3 where Syntology's instrument failed) · 8 unverified (8 pointer-only for licence) |
| Complementary Relation Contrastive Distillation |
1 |
1 |
29 Mar 2021 |
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) · 1 unverified (4 pointer-only for licence) |
| CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification |
15 |
4 |
27 Mar 2021 |
official (archive's flag): 4 ran · 17 ran (of which 10 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 1 violated, 16 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified |
| Swin Transformer: Hierarchical Vision Transformer using Shifted Windows |
80 |
3 |
25 Mar 2021 |
official: harvested, nothing ran · 123 ran (of which 45 constructed an object rather than computing a result; 82 with no instrument failure: 5 honoured, 2 violated, 75 with no contract checked; 41 where Syntology's instrument failed) · 84 unverified (45 pointer-only for licence) |
| AutoMix: Unveiling the Power of Mixup for Stronger Classifiers |
3 |
4 |
24 Mar 2021 |
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) · 2 unverified (3 pointer-only for licence) |
| Scaling Local Self-Attention for Parameter Efficient Visual Backbones |
7 |
1 |
23 Mar 2021 |
18 ran (of which 4 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 7 where Syntology's instrument failed) · 2 unverified |
| Incorporating Convolution Designs into Visual Transformers |
3 |
4 |
22 Mar 2021 |
official (archive's flag): 5 ran · 9 ran (of which 9 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) · 2 unverified; every one of the 9 samples that ran constructed an object rather than computing a result |
| DeepViT: Towards Deeper Vision Transformer |
5 |
2 |
22 Mar 2021 |
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 |
| Scalable Vision Transformers with Hierarchical Pooling |
2 |
2 |
19 Mar 2021 |
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) · 1 unverified; the one sample that ran constructed an object rather than computing a result |
| Involution: Inverting the Inherence of Convolution for Visual Recognition |
13 |
5 |
10 Mar 2021 |
community repositories only · 7 ran (of which 7 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) · 2 unverified; every one of the 7 samples that ran constructed an object rather than computing a result (4 pointer-only for licence) |
| Perceiver: General Perception with Iterative Attention |
12 |
2 |
4 Mar 2021 |
official: harvested, nothing ran · 41 ran (of which 20 constructed an object rather than computing a result; 30 with no instrument failure: 0 honoured, 2 violated, 28 with no contract checked; 11 where Syntology's instrument failed) · 14 unverified (11 pointer-only for licence) |
| Barlow Twins: Self-Supervised Learning via Redundancy Reduction |
24 |
3 |
4 Mar 2021 |
official (archive's flag): 1 ran · 21 ran (of which 6 constructed an object rather than computing a result; 15 with no instrument failure: 2 honoured, 1 violated, 12 with no contract checked; 6 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence) |
| Transformer in Transformer |
12 |
1 |
27 Feb 2021 |
official (archive's flag): 4 ran · 16 ran (of which 12 constructed an object rather than computing a result; 15 with no instrument failure: 1 honoured, 1 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence) |
| Learning Transferable Visual Models From Natural Language Supervision |
82 |
9 |
26 Feb 2021 |
official: no sample here; runs from other or unrecorded repositories · 16 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; 14 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence) |
| HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search |
2 |
11 |
23 Feb 2021 |
official (archive's flag): 1 ran · 2 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; 0 where Syntology's instrument failed) · 4 unverified |
| LambdaNetworks: Modeling Long-Range Interactions Without Attention |
7 |
2 |
17 Feb 2021 |
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) |
| AlphaNet: Improved Training of Supernets with Alpha-Divergence |
2 |
15 |
16 Feb 2021 |
official (archive's flag): 1 ran · 16 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 4 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (31 pointer-only for licence) |
| Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision |
5 |
3 |
11 Feb 2021 |
8 ran (of which 6 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) · 2 unverified (9 pointer-only for licence) |
| High-Performance Large-Scale Image Recognition Without Normalization |
20 |
9 |
11 Feb 2021 |
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) |
| Show, Attend and Distill:Knowledge Distillation via Attention-based Feature Matching |
1 |
1 |
5 Feb 2021 |
official (archive's flag): 4 ran · 4 ran (of which 3 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 |
| Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition |
2 |
4 |
1 Feb 2021 |
official: no sample here; runs from other or unrecorded repositories · 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) |
| Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet |
13 |
6 |
28 Jan 2021 |
official (archive's flag): 4 ran · 21 ran (of which 16 constructed an object rather than computing a result; 21 with no instrument failure: 1 honoured, 0 violated, 20 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence) |
| Bottleneck Transformers for Visual Recognition |
13 |
12 |
27 Jan 2021 |
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 (8 pointer-only for licence) |
| RepVGG: Making VGG-style ConvNets Great Again |
25 |
2 |
11 Jan 2021 |
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 (6 pointer-only for licence) |
| Training data-efficient image transformers & distillation through attention |
40 |
4 |
23 Dec 2020 |
community repositories only · 12 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified (3 pointer-only for licence) |
| OBoW: Online Bag-of-Visual-Words Generation for Self-Supervised Learning |
3 |
3 |
21 Dec 2020 |
official (archive's flag): 3 ran · 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) |
| Taming Transformers for High-Resolution Image Synthesis |
13 |
1 |
17 Dec 2020 |
official (archive's flag): 2 ran · 6 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; 4 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence) |
| torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation |
1 |
7 |
25 Nov 2020 |
official (archive's flag): 10 ran · 10 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; 10 where Syntology's instrument failed) · 16 unverified |
| CoMatch: Semi-supervised Learning with Contrastive Graph Regularization |
3 |
2 |
23 Nov 2020 |
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) · 1 unverified |
| Exploring Simple Siamese Representation Learning |
26 |
1 |
20 Nov 2020 |
official (archive's flag): 1 ran · 34 ran (of which 20 constructed an object rather than computing a result; 25 with no instrument failure: 0 honoured, 0 violated, 25 with no contract checked; 9 where Syntology's instrument failed) · 5 unverified (22 pointer-only for licence) |
| Distilling Knowledge by Mimicking Features |
3 |
1 |
3 Nov 2020 |
official (archive's flag): 3 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) · 1 unverified (6 pointer-only for licence) |
| An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale |
158 |
3 |
22 Oct 2020 |
official: harvested, nothing ran · 307 ran (of which 165 constructed an object rather than computing a result; 286 with no instrument failure: 8 honoured, 2 violated, 276 with no contract checked; 21 where Syntology's instrument failed) · 112 unverified (154 pointer-only for licence) |
| Representation Learning via Invariant Causal Mechanisms |
2 |
1 |
15 Oct 2020 |
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 (1 pointer-only for licence) |
| Shape-Texture Debiased Neural Network Training |
1 |
1 |
12 Oct 2020 |
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) · 3 unverified; the one sample that ran constructed an object rather than computing a result |
| Sharpness-Aware Minimization for Efficiently Improving Generalization |
18 |
2 |
3 Oct 2020 |
official (archive's flag): 7 ran · 15 ran (of which 6 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) · 5 unverified (6 pointer-only for licence) |
| Attentional Feature Fusion |
2 |
1 |
29 Sep 2020 |
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 (2 pointer-only for licence) |
| Self-Supervised Learning for Large-Scale Unsupervised Image Clustering |
1 |
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24 Aug 2020 |
official (archive's flag): 8 ran · 8 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; 2 where Syntology's instrument failed) · 3 unverified |
| HMQ: Hardware Friendly Mixed Precision Quantization Block for CNNs |
2 |
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20 Jul 2020 |
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) · 1 unverified |
| NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search |
1 |
4 |
20 Jul 2020 |
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, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence) |
| Accuracy Prediction with Non-neural Model for Neural Architecture Search |
1 |
1 |
9 Jul 2020 |
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 (1 pointer-only for licence) |
| EagleEye: Fast Sub-net Evaluation for Efficient Neural Network Pruning |
1 |
5 |
6 Jul 2020 |
official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified (4 pointer-only for licence) |
| Rethinking Channel Dimensions for Efficient Model Design |
10 |
9 |
2 Jul 2020 |
community repositories only · 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 (1 pointer-only for licence) |
| Self-Knowledge Distillation with Progressive Refinement of Targets |
1 |
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22 Jun 2020 |
official (archive's flag): 5 ran · 5 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; 4 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| Unsupervised Learning of Visual Features by Contrasting Cluster Assignments |
18 |
7 |
17 Jun 2020 |
community repositories only · 13 ran (of which 4 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 7 where Syntology's instrument failed) · 4 unverified (6 pointer-only for licence) |
| Big Self-Supervised Models are Strong Semi-Supervised Learners |
9 |
16 |
17 Jun 2020 |
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) · 2 unverified |
| Multiscale Deep Equilibrium Models |
4 |
1 |
15 Jun 2020 |
official (archive's flag): 3 ran · 10 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence) |
| Bootstrap your own latent: A new approach to self-supervised Learning |
31 |
8 |
13 Jun 2020 |
official: no sample here; runs from other or unrecorded repositories · 62 ran (of which 19 constructed an object rather than computing a result; 42 with no instrument failure: 4 honoured, 1 violated, 37 with no contract checked; 20 where Syntology's instrument failed) · 17 unverified (46 pointer-only for licence) |
| Knowledge Distillation Meets Self-Supervision |
2 |
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12 Jun 2020 |
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 (1 pointer-only for licence) |
| Prototypical Contrastive Learning of Unsupervised Representations |
2 |
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11 May 2020 |
official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence) |
| Supervised Contrastive Learning |
26 |
1 |
23 Apr 2020 |
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 (5 pointer-only for licence) |
| LSQ+: Improving low-bit quantization through learnable offsets and better initialization |
4 |
2 |
20 Apr 2020 |
5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (10 pointer-only for licence) |
| ResNeSt: Split-Attention Networks |
36 |
5 |
19 Apr 2020 |
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 (23 pointer-only for licence) |
| Geometry-Aware Gradient Algorithms for Neural Architecture Search |
1 |
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16 Apr 2020 |
official (archive's flag): 3 ran · 12 ran (of which 9 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (5 pointer-only for licence) |
| A Generic Graph-based Neural Architecture Encoding Scheme for Predictor-based NAS |
1 |
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4 Apr 2020 |
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 |
| Neural Architecture Search for Lightweight Non-Local Networks |
2 |
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4 Apr 2020 |
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 (1 pointer-only for licence) |
| MUXConv: Information Multiplexing in Convolutional Neural Networks |
1 |
8 |
31 Mar 2020 |
official (archive's flag): 3 ran · 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) · 2 unverified (5 pointer-only for licence) |
| Designing Network Design Spaces |
26 |
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30 Mar 2020 |
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 (7 pointer-only for licence) |
| Milking CowMask for Semi-Supervised Image Classification |
2 |
1 |
26 Mar 2020 |
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) · 1 unverified; the one sample that ran constructed an object rather than computing a result |
| BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models |
1 |
3 |
24 Mar 2020 |
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 |
| Meta Pseudo Labels |
9 |
4 |
23 Mar 2020 |
community repositories only · 12 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; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence) |
| Improved Baselines with Momentum Contrastive Learning |
36 |
2 |
9 Mar 2020 |
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 (15 pointer-only for licence) |
| DADA: Differentiable Automatic Data Augmentation |
1 |
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8 Mar 2020 |
official (archive's flag): 8 ran · 8 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; 3 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence) |
| Semi-Supervised Neural Architecture Search |
2 |
1 |
24 Feb 2020 |
official (archive's flag): 2 ran · 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) · 3 unverified |
| Knapsack Pruning with Inner Distillation |
1 |
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19 Feb 2020 |
official (archive's flag): 3 ran · 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 |
| A Simple Framework for Contrastive Learning of Visual Representations |
96 |
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13 Feb 2020 |
official (archive's flag): 2 ran · 115 ran (of which 33 constructed an object rather than computing a result; 90 with no instrument failure: 1 honoured, 1 violated, 88 with no contract checked; 25 where Syntology's instrument failed) · 22 unverified (52 pointer-only for licence) |
| FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence |
26 |
1 |
21 Jan 2020 |
community repositories only · 53 ran (of which 13 constructed an object rather than computing a result; 35 with no instrument failure: 3 honoured, 2 violated, 30 with no contract checked; 18 where Syntology's instrument failed) · 21 unverified (17 pointer-only for licence) |
| Harmonic Convolutional Networks based on Discrete Cosine Transform |
1 |
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18 Jan 2020 |
official (archive's flag): 10 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) · 0 unverified |
| Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network |
1 |
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17 Jan 2020 |
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 |
| Big Transfer (BiT): General Visual Representation Learning |
9 |
2 |
24 Dec 2019 |
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 |
| Dynamic Convolution: Attention over Convolution Kernels |
5 |
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7 Dec 2019 |
2 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; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence) |
| Self-Supervised Learning of Pretext-Invariant Representations |
7 |
3 |
4 Dec 2019 |
3 ran (of which 3 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) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (4 pointer-only for licence) |
| SGAS: Sequential Greedy Architecture Search |
1 |
1 |
30 Nov 2019 |
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) · 4 unverified (4 pointer-only for licence) |
| What's Hidden in a Randomly Weighted Neural Network? |
4 |
1 |
29 Nov 2019 |
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 (5 pointer-only for licence) |
| GhostNet: More Features from Cheap Operations |
33 |
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27 Nov 2019 |
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 (5 pointer-only for licence) |
| Rigging the Lottery: Making All Tickets Winners |
11 |
4 |
25 Nov 2019 |
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 |
| Adversarial Examples Improve Image Recognition |
6 |
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21 Nov 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) · 0 unverified |
| Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks |
16 |
2 |
21 Nov 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 |
| Faster AutoAugment: Learning Augmentation Strategies using Backpropagation |
1 |
1 |
16 Nov 2019 |
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) · 3 unverified |
| Self-labelling via simultaneous clustering and representation learning |
5 |
5 |
13 Nov 2019 |
official (archive's flag): 13 ran · 16 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; 4 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence) |
| Momentum Contrast for Unsupervised Visual Representation Learning |
44 |
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13 Nov 2019 |
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 (19 pointer-only for licence) |
| Self-training with Noisy Student improves ImageNet classification |
13 |
9 |
11 Nov 2019 |
official (archive's flag): 6 ran · 13 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 3 where Syntology's instrument failed) · 11 unverified (2 pointer-only for licence) |
| Contrastive Representation Distillation |
4 |
1 |
23 Oct 2019 |
official: no sample here; runs from other or unrecorded repositories · 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) |
| On the adequacy of untuned warmup for adaptive optimization |
1 |
1 |
9 Oct 2019 |
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 |
| ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks |
13 |
4 |
8 Oct 2019 |
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 (1 pointer-only for licence) |
| RandAugment: Practical automated data augmentation with a reduced search space |
19 |
3 |
30 Sep 2019 |
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 (17 pointer-only for licence) |
| Ensemble Knowledge Distillation for Learning Improved and Efficient Networks |
2 |
3 |
17 Sep 2019 |
5 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; 0 where Syntology's instrument failed) · 1 unverified |
| Gated Convolutional Networks with Hybrid Connectivity for Image Classification |
1 |
2 |
26 Aug 2019 |
official (archive's flag): 3 ran · 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) · 1 unverified (5 pointer-only for licence) |
| Once-for-All: Train One Network and Specialize it for Efficient Deployment |
10 |
1 |
26 Aug 2019 |
official (archive's flag): 3 ran · 24 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 1 honoured, 1 violated, 20 with no contract checked; 2 where Syntology's instrument failed) · 10 unverified (8 pointer-only for licence) |
| Mish: A Self Regularized Non-Monotonic Activation Function |
9 |
1 |
23 Aug 2019 |
official (archive's flag): 6 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence) |
| MixConv: Mixed Depthwise Convolutional Kernels |
13 |
3 |
22 Jul 2019 |
community repositories only · 2 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; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search |
8 |
1 |
12 Jul 2019 |
community repositories only · 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) · 2 unverified (1 pointer-only for licence) |
| Large Scale Adversarial Representation Learning |
4 |
7 |
4 Jul 2019 |
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) · 1 unverified |
| Densely Connected Search Space for More Flexible Neural Architecture Search |
1 |
2 |
23 Jun 2019 |
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 |
| Contrastive Multiview Coding |
8 |
5 |
13 Jun 2019 |
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 (2 pointer-only for licence) |