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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 4 of 7: papers 301 to 400 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
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization 0 2 25 Aug 2021 not harvested
Contextual Convolutional Neural Networks 1 1 17 Aug 2021 not harvested
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search 1 2 13 Aug 2021 not harvested
Evo-ViT: Slow-Fast Token Evolution for Dynamic Vision Transformer 1 1 3 Aug 2021 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Group Fisher Pruning for Practical Network Compression 2 2 2 Aug 2021 not harvested
Hierarchical Self-supervised Augmented Knowledge Distillation 1 1 29 Jul 2021 official: harvested, nothing ran · 0 ran · 1 unverified
Rethinking and Improving Relative Position Encoding for Vision Transformer 1 5 29 Jul 2021 official (archive's flag): 7 ran · 7 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; 7 where Syntology's instrument failed) · 2 unverified
Contextual Transformer Networks for Visual Recognition 7 3 26 Jul 2021 not harvested
Parametric Contrastive Learning 5 3 26 Jul 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) · 2 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Go Wider Instead of Deeper 1 3 25 Jul 2021 not harvested
μDARTS: Model Uncertainty-Aware Differentiable Architecture Search 0 1 24 Jul 2021 not harvested
Bias Loss for Mobile Neural Networks 2 2 23 Jul 2021 not harvested
CycleMLP: A MLP-like Architecture for Dense Prediction 8 1 21 Jul 2021 official (archive's flag): 2 ran · 10 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence)
ReSSL: Relational Self-Supervised Learning with Weak Augmentation 2 1 20 Jul 2021 community repositories only · 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
Visual Parser: Representing Part-whole Hierarchies with Transformers 2 1 13 Jul 2021 not harvested
Collaboration of Experts: Achieving 80% Top-1 Accuracy on ImageNet with 100M FLOPs 0 3 8 Jul 2021 not harvested
GLiT: Neural Architecture Search for Global and Local Image Transformer 2 3 7 Jul 2021 community repositories only · 2 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; 0 where Syntology's instrument failed) · 2 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
AutoFormer: Searching Transformers for Visual Recognition 2 3 1 Jul 2021 not harvested
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows 7 1 1 Jul 2021 official (archive's flag): 2 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) · 2 unverified
Global Filter Networks for Image Classification 4 1 1 Jul 2021 official (archive's flag): 5 ran · 6 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; 2 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
PVT v2: Improved Baselines with Pyramid Vision Transformer 18 5 25 Jun 2021 not harvested
VOLO: Vision Outlooker for Visual Recognition 7 7 24 Jun 2021 official (archive's flag): 5 ran · 5 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; 1 where Syntology's instrument failed) · 1 unverified
AC/DC: Alternating Compressed/DeCompressed Training of Deep Neural Networks 2 1 23 Jun 2021 official (archive's flag): 1 ran · 2 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; 0 where Syntology's instrument failed) · 3 unverified; every one of the 2 samples that ran constructed an object rather than computing a result
TokenLearner: What Can 8 Learned Tokens Do for Images and Videos? 11 2 21 Jun 2021 official (archive's flag): 1 ran · 3 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; 0 where Syntology's instrument failed) · 0 unverified
Sparse Training via Boosting Pruning Plasticity with Neuroregeneration 2 2 19 Jun 2021 community repositories only · 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 (1 pointer-only for licence)
Efficient Self-supervised Vision Transformers for Representation Learning 1 3 17 Jun 2021 official (archive's flag): 2 ran · 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) · 4 unverified
XCiT: Cross-Covariance Image Transformers 12 4 17 Jun 2021 official (archive's flag): 2 ran · 10 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; 0 where Syntology's instrument failed) · 4 unverified (11 pointer-only for licence)
How does topology of neural architectures impact gradient propagation and model performance? 1 2 16 Jun 2021 not harvested
BEiT: BERT Pre-Training of Image Transformers 14 4 15 Jun 2021 official (archive's flag): 1 ran · 6 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified
Scaling Vision with Sparse Mixture of Experts 1 17 10 Jun 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
CoAtNet: Marrying Convolution and Attention for All Data Sizes 14 7 9 Jun 2021 2 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; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Knowledge distillation: A good teacher is patient and consistent 10 1 9 Jun 2021 not harvested
Scaling Vision Transformers 1 1 8 Jun 2021 not harvested
Refiner: Refining Self-attention for Vision Transformers 1 1 7 Jun 2021 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 (3 pointer-only for licence)
ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias 2 6 7 Jun 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)
X-volution: On the unification of convolution and self-attention 0 2 4 Jun 2021 not harvested
DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification 2 1 3 Jun 2021 official (archive's flag): 5 ran · 7 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations 2 6 3 Jun 2021 not harvested
Container: Context Aggregation Network 4 2 2 Jun 2021 official (archive's flag): 1 ran · 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) · 3 unverified
Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition 2 3 31 May 2021 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 (3 pointer-only for licence)
ResT: An Efficient Transformer for Visual Recognition 5 2 28 May 2021 official (archive's flag): 9 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) · 0 unverified (9 pointer-only for licence)
Drawing Multiple Augmentation Samples Per Image During Training Efficiently Decreases Test Error 0 1 27 May 2021 not harvested
Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding 6 3 26 May 2021 official (archive's flag): 9 ran · 19 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 1 violated, 16 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified (6 pointer-only for licence)
Unsupervised Visual Representation Learning by Online Constrained K-Means 1 1 24 May 2021 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 1 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Correlated Input-Dependent Label Noise in Large-Scale Image Classification 0 1 19 May 2021 not harvested
Divide and Contrast: Self-supervised Learning from Uncurated Data 0 2 17 May 2021 not harvested
Pay Attention to MLPs 20 1 17 May 2021 34 ran (of which 15 constructed an object rather than computing a result; 31 with no instrument failure: 1 honoured, 4 violated, 26 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (11 pointer-only for licence)
Towards Robust Vision Transformer 2 3 17 May 2021 not harvested
VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning 6 2 11 May 2021 official (archive's flag): 4 ran · 15 ran (of which 3 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 1 violated, 8 with no contract checked; 5 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Self-Supervised Learning with Swin Transformers 6 2 10 May 2021 not harvested
Conformer: Local Features Coupling Global Representations for Visual Recognition 4 1 9 May 2021 official (archive's flag): 1 ran · 7 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; 0 where Syntology's instrument failed) · 5 unverified
BasisNet: Two-stage Model Synthesis for Efficient Inference 0 1 7 May 2021 not harvested
Network Pruning That Matters: A Case Study on Retraining Variants 1 1 7 May 2021 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) · 4 unverified (2 pointer-only for licence)
ResMLP: Feedforward networks for image classification with data-efficient training 19 12 7 May 2021 community repositories only · 5 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; 0 where Syntology's instrument failed) · 2 unverified
Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet 2 1 6 May 2021 not harvested
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks 7 1 5 May 2021 not harvested
RepMLP: Re-parameterizing Convolutions into Fully-connected Layers for Image Recognition 10 1 5 May 2021 official (archive's flag): 2 ran · 10 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; 2 where Syntology's instrument failed) · 4 unverified
MLP-Mixer: An all-MLP Architecture for Vision 49 3 4 May 2021 official: harvested, nothing ran · 114 ran (of which 77 constructed an object rather than computing a result; 105 with no instrument failure: 2 honoured, 0 violated, 103 with no contract checked; 9 where Syntology's instrument failed) · 20 unverified (40 pointer-only for licence)
Emerging Properties in Self-Supervised Vision Transformers 32 7 29 Apr 2021 official: no sample here; runs from other or unrecorded repositories · 14 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 1 violated, 9 with no contract checked; 4 where Syntology's instrument failed) · 6 unverified (4 pointer-only for licence)
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations 4 3 29 Apr 2021 4 ran (of which 4 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) · 1 unverified; every one of the 4 samples that ran constructed an object rather than computing a result
Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples 4 8 28 Apr 2021 official (archive's flag): 2 ran · 19 ran (of which 4 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Twins: Revisiting the Design of Spatial Attention in Vision Transformers 9 1 28 Apr 2021 official (archive's flag): 2 ran · 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) · 0 unverified (2 pointer-only for licence)
Visformer: The Vision-friendly Transformer 5 2 26 Apr 2021 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)
Multiscale Vision Transformers 8 2 22 Apr 2021 community repositories only · 13 ran (of which 10 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 0 violated, 10 with no contract checked; 2 where Syntology's instrument failed) · 13 unverified (5 pointer-only for licence)
All Tokens Matter: Token Labeling for Training Better Vision Transformers 7 3 22 Apr 2021 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) · 2 unverified (3 pointer-only for licence)
Differentiable Model Compression via Pseudo Quantization Noise 1 1 20 Apr 2021 not harvested
Distilling Knowledge via Knowledge Review 7 1 19 Apr 2021 official: harvested, nothing ran · 6 ran (of which 2 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Solving Inefficiency of Self-supervised Representation Learning 1 1 18 Apr 2021 official: harvested, nothing ran · 0 ran · 2 unverified
"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization 1 1 16 Apr 2021 official (archive's flag): 6 ran · 6 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; 2 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
Augmenting Deep Classifiers with Polynomial Neural Networks 2 1 16 Apr 2021 official (archive's flag): 4 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) · 2 unverified (6 pointer-only for licence)
AsymmNet: Towards ultralight convolution neural networks using asymmetrical bottlenecks 1 3 15 Apr 2021 not harvested
Escaping the Big Data Paradigm with Compact Transformers 9 1 12 Apr 2021 community repositories only · 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)
LocalViT: Bringing Locality to Vision Transformers 2 5 12 Apr 2021 official (archive's flag): 5 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) · 1 unverified (1 pointer-only for licence)
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)
Training Multi-bit Quantized and Binarized Networks with A Learnable Symmetric Quantizer 1 1 1 Apr 2021 not harvested
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)
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)
CvT: Introducing Convolutions to Vision Transformers 16 7 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)
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)
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search 1 2 23 Mar 2021 not harvested
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
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
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
ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases 9 6 19 Mar 2021 not harvested
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
Self-Supervised Classification Network 2 2 19 Mar 2021 not harvested
TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation 2 1 18 Mar 2021 not harvested
Multi-Prize Lottery Ticket Hypothesis: Finding Accurate Binary Neural Networks by Pruning A Randomly Weighted Network 1 1 17 Mar 2021 not harvested
Revisiting ResNets: Improved Training and Scaling Strategies 3 2 13 Mar 2021 not harvested
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)
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)
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)
Self-supervised Pretraining of Visual Features in the Wild 1 7 2 Mar 2021 not harvested
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)