Datasets › ImageNet › Papers where code ran, page 2

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)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 2 of 4: papers 101 to 200 of the 361 papers with a benchmark row here where Syntology ran at least one harvested sample (312 with a run with no instrument failure, 49 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

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
SP-ViT: Learning 2D Spatial Priors for Vision Transformers 1 6 15 Jun 2022 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) · 4 unverified (1 pointer-only for licence)
MobileOne: An Improved One millisecond Mobile Backbone 10 9 8 Jun 2022 official (archive's flag): 1 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 (2 pointer-only for licence)
Separable Self-attention for Mobile Vision Transformers 8 3 6 Jun 2022 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)
Vision GNN: An Image is Worth Graph of Nodes 9 4 1 Jun 2022 official: harvested, nothing ran · 25 ran (of which 6 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 10 where Syntology's instrument failed) · 9 unverified (22 pointer-only for licence)
EfficientViT: Multi-Scale Linear Attention for High-Resolution Dense Prediction 6 6 29 May 2022 official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 0 unverified
Contrastive Learning Rivals Masked Image Modeling in Fine-tuning via Feature Distillation 1 1 27 May 2022 official (archive's flag): 3 ran · 3 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; 2 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence)
Fast Vision Transformers with HiLo Attention 5 4 26 May 2022 official (archive's flag): 1 ran · 11 ran (of which 1 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Knowledge Distillation from A Stronger Teacher 3 2 21 May 2022 official (archive's flag): 5 ran · 10 ran (of which 1 constructed an object rather than computing a result; 10 with no instrument failure: 4 honoured, 4 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
CoCa: Contrastive Captioners are Image-Text Foundation Models 6 3 4 May 2022 10 ran (of which 5 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) · 7 unverified (2 pointer-only for licence)
Sequencer: Deep LSTM for Image Classification 5 5 4 May 2022 official (archive's flag): 4 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) · 5 unverified
PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions 19 1 26 Apr 2022 6 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Masked Siamese Networks for Label-Efficient Learning 2 2 14 Apr 2022 community repositories only · 4 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; 3 where Syntology's instrument failed) · 0 unverified
Neighborhood Attention Transformer 5 4 14 Apr 2022 community repositories only · 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
DaViT: Dual Attention Vision Transformers 4 8 7 Apr 2022 official (archive's flag): 8 ran · 8 ran (of which 5 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) · 7 unverified
MaxViT: Multi-Axis Vision Transformer 15 20 4 Apr 2022 official (archive's flag): 4 ran · 37 ran (of which 15 constructed an object rather than computing a result; 23 with no instrument failure: 2 honoured, 0 violated, 21 with no contract checked; 14 where Syntology's instrument failed) · 16 unverified (9 pointer-only for licence)
Improving Vision Transformers by Revisiting High-frequency Components 1 1 3 Apr 2022 official (archive's flag): 11 ran · 11 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; 2 where Syntology's instrument failed) · 3 unverified
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training 1 1 29 Mar 2022 official (archive's flag): 3 ran · 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) · 2 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (5 pointer-only for licence)
CaCo: Both Positive and Negative Samples are Directly Learnable via Cooperative-adversarial Contrastive Learning 1 1 27 Mar 2022 official (archive's flag): 1 ran · 2 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; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Mugs: A Multi-Granular Self-Supervised Learning Framework 1 4 27 Mar 2022 official (archive's flag): 19 ran · 19 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; 0 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Three things everyone should know about Vision Transformers 8 8 18 Mar 2022 community repositories only · 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
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs 8 1 13 Mar 2022 official (archive's flag): 4 ran · 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) · 1 unverified (1 pointer-only for licence)
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time 6 4 10 Mar 2022 community repositories only · 10 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; 5 where Syntology's instrument failed) · 7 unverified
Conditional Prompt Learning for Vision-Language Models 12 2 10 Mar 2022 community repositories only · 4 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; 3 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
ParC-Net: Position Aware Circular Convolution with Merits from ConvNets and Transformer 3 1 8 Mar 2022 official (archive's flag): 5 ran · 5 ran (of which 4 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) · 0 unverified (5 pointer-only for licence)
Autoregressive Image Generation using Residual Quantization 4 1 3 Mar 2022 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)
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized Cut 1 1 23 Feb 2022 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
ViTAEv2: Vision Transformer Advanced by Exploring Inductive Bias for Image Recognition and Beyond 8 1 21 Feb 2022 community repositories only · 22 ran (of which 8 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 6 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Visual Attention Network 21 9 20 Feb 2022 official (archive's flag): 1 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
MaskGIT: Masked Generative Image Transformer 9 1 8 Feb 2022 community repositories only · 14 ran (of which 9 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 4 where Syntology's instrument failed) · 7 unverified (4 pointer-only for licence)
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework 4 1 7 Feb 2022 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
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language 12 1 7 Feb 2022 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
Toward Training at ImageNet Scale with Differential Privacy 1 2 28 Jan 2022 official (archive's flag): 6 ran · 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) · 2 unverified (1 pointer-only for licence)
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism 2 3 26 Jan 2022 official (archive's flag): 6 ran · 6 ran (of which 6 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) · 1 unverified; every one of the 6 samples that ran constructed an object rather than computing a result
Patches Are All You Need? 12 1 24 Jan 2022 official (archive's flag): 6 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 5 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Omnivore: A Single Model for Many Visual Modalities 2 2 20 Jan 2022 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) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? 1 9 13 Jan 2022 official (archive's flag): 13 ran · 13 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; 0 where Syntology's instrument failed) · 1 unverified
A ConvNet for the 2020s 54 4 10 Jan 2022 community repositories only · 57 ran (of which 39 constructed an object rather than computing a result; 49 with no instrument failure: 1 honoured, 0 violated, 48 with no contract checked; 8 where Syntology's instrument failed) · 23 unverified (12 pointer-only for licence)
Debiased Learning from Naturally Imbalanced Pseudo-Labels 1 3 5 Jan 2022 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
Vision Transformer with Deformable Attention 2 3 3 Jan 2022 official (archive's flag): 2 ran · 8 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; 4 where Syntology's instrument failed) · 2 unverified
Augmenting Convolutional networks with attention-based aggregation 5 7 27 Dec 2021 official (archive's flag): 1 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified
ELSA: Enhanced Local Self-Attention for Vision Transformer 1 3 23 Dec 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
RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality 4 1 21 Dec 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)
Learned Queries for Efficient Local Attention 1 3 21 Dec 2021 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
Max-Margin Contrastive Learning 1 1 21 Dec 2021 official (archive's flag): 5 ran · 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) · 7 unverified (2 pointer-only for licence)
FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer 1 8 27 Nov 2021 official (archive's flag): 2 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) · 0 unverified (1 pointer-only for licence)
MetaFormer Is Actually What You Need for Vision 18 1 22 Nov 2021 community repositories only · 3 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; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Swin Transformer V2: Scaling Up Capacity and Resolution 23 4 18 Nov 2021 community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 3 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 13 unverified (4 pointer-only for licence)
SimMIM: A Simple Framework for Masked Image Modeling 7 4 18 Nov 2021 official (archive's flag): 1 ran · 9 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; 1 where Syntology's instrument failed) · 5 unverified
Masked Autoencoders Are Scalable Vision Learners 58 9 11 Nov 2021 official: no sample here; runs from other or unrecorded repositories · 86 ran (of which 40 constructed an object rather than computing a result; 69 with no instrument failure: 7 honoured, 0 violated, 62 with no contract checked; 17 where Syntology's instrument failed) · 51 unverified (78 pointer-only for licence)
Palette: Image-to-Image Diffusion Models 5 6 10 Nov 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) · 1 unverified (3 pointer-only for licence)
HRFormer: High-Resolution Transformer for Dense Prediction 1 2 18 Oct 2021 official (archive's flag): 7 ran · 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) · 4 unverified; every one of the 7 samples that ran constructed an object rather than computing a result
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling 2 1 15 Oct 2021 official (archive's flag): 2 ran · 4 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; 3 where Syntology's instrument failed) · 2 unverified
Self-Supervised Learning by Estimating Twin Class Distributions 2 3 14 Oct 2021 official (archive's flag): 9 ran · 9 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; 4 where Syntology's instrument failed) · 6 unverified (4 pointer-only for licence)
Vector-quantized Image Modeling with Improved VQGAN 5 1 9 Oct 2021 9 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer 31 2 5 Oct 2021 official: no sample here; runs from other or unrecorded repositories · 53 ran (of which 31 constructed an object rather than computing a result; 44 with no instrument failure: 1 honoured, 0 violated, 43 with no contract checked; 9 where Syntology's instrument failed) · 15 unverified (18 pointer-only for licence)
Compressive Visual Representations 1 2 27 Sep 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: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
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)
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
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)
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
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
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)
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
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)
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)
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
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)
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)
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)
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)
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)
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)
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)
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)
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
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
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
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)
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)
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)
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)
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)
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)
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)
"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)
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)