</> Code with Papers by Syntology

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ADE20K

Papers archive 2025-07-28

papers with a benchmark row: 198 · with a code link: 180 · where Syntology ran a sample: 98 (87 with a run with no instrument failure, 11 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (98 of 198 with a benchmark row: 87 with a run with no instrument failure, 11 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 198 of 198 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 1,213. 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
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 4 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
Region Rebalance for Long-Tailed Semantic Segmentation 5 1 5 Apr 2022 not harvested
Dynamic Focus-aware Positional Queries for Semantic Segmentation 2 1 4 Apr 2022 not harvested
MultiMAE: Multi-modal Multi-task Masked Autoencoders 1 2 4 Apr 2022 not harvested
Focal Modulation Networks 9 1 22 Mar 2022 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
SATS: Self-Attention Transfer for Continual Semantic Segmentation 1 2 15 Mar 2022 not harvested
Active Token Mixer 2 1 11 Mar 2022 not harvested
Representation Compensation Networks for Continual Semantic Segmentation 1 4 10 Mar 2022 official: harvested, nothing ran · 0 ran · 1 unverified
GroupViT: Semantic Segmentation Emerges from Text Supervision 6 1 22 Feb 2022 not harvested
Visual Attention Network 21 6 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
Context Autoencoder for Self-Supervised Representation Learning 6 1 7 Feb 2022 not harvested
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism 2 4 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
A ConvNet for the 2020s 54 6 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)
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
A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model 2 2 29 Dec 2021 not harvested
Augmenting Convolutional networks with attention-based aggregation 5 8 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 2 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
SeMask: Semantically Masked Transformers for Semantic Segmentation 1 15 23 Dec 2021 not harvested
Extract Free Dense Labels from CLIP 1 2 2 Dec 2021 not harvested
Masked-attention Mask Transformer for Universal Image Segmentation 7 15 2 Dec 2021 community repositories only · 7 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; 2 where Syntology's instrument failed) · 1 unverified
Efficient Self-Ensemble for Semantic Segmentation 1 4 26 Nov 2021 not harvested
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)
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run 0 1 19 Nov 2021 not harvested
Swin Transformer V2: Scaling Up Capacity and Resolution 23 2 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)
iBOT: Image BERT Pre-Training with Online Tokenizer 2 3 15 Nov 2021 official: harvested, nothing ran · 0 ran · 1 unverified
Masked Autoencoders Are Scalable Vision Learners 58 2 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)
Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation 1 3 1 Nov 2021 not harvested
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 1 2 11 Oct 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: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
USIS: Unsupervised Semantic Image Synthesis 1 1 29 Sep 2021 not harvested
CondNet: Conditional Classifier for Scene Segmentation 2 2 21 Sep 2021 not harvested
ConvMLP: Hierarchical Convolutional MLPs for Vision 4 3 9 Sep 2021 official: harvested, nothing ran · 0 ran · 3 unverified
Is Attention Better Than Matrix Decomposition? 3 8 9 Sep 2021 community repositories only · 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) · 0 unverified (3 pointer-only for licence)
FaPN: Feature-aligned Pyramid Network for Dense Image Prediction 3 2 16 Aug 2021 community repositories only · 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) · 2 unverified
CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention 4 2 31 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
Per-Pixel Classification is Not All You Need for Semantic Segmentation 3 4 13 Jul 2021 not harvested
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows 7 2 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
Focal Self-attention for Local-Global Interactions in Vision Transformers 3 2 1 Jul 2021 official (archive's flag): 1 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 (2 pointer-only for licence)
K-Net: Towards Unified Image Segmentation 1 2 28 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: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
VOLO: Vision Outlooker for Visual Recognition 7 1 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
SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning 1 6 22 Jun 2021 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) · 6 unverified; every one of the 6 samples that ran constructed an object rather than computing a result (12 pointer-only for licence)
XCiT: Cross-Covariance Image Transformers 12 6 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)
BEiT: BERT Pre-Training of Image Transformers 14 2 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
Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer 4 5 7 Jun 2021 10 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; 2 where Syntology's instrument failed) · 2 unverified (6 pointer-only for licence)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 28 4 31 May 2021 official: no sample here; runs from other or unrecorded repositories · 66 ran (of which 22 constructed an object rather than computing a result; 62 with no instrument failure: 0 honoured, 1 violated, 61 with no contract checked; 4 where Syntology's instrument failed) · 20 unverified (20 pointer-only for licence)
Segmenter: Transformer for Semantic Segmentation 8 6 12 May 2021 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) · 3 unverified
Self-Supervised Learning with Swin Transformers 6 1 10 May 2021 not harvested
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks 7 2 5 May 2021 not harvested
CASSOD-Net: Cascaded and Separable Structures of Dilated Convolution for Embedded Vision Systems and Applications 0 1 29 Apr 2021 not harvested
Twins: Revisiting the Design of Spatial Attention in Vision Transformers 9 2 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)
Vision Transformers with Patch Diversification 1 2 26 Apr 2021 not harvested
All Tokens Matter: Token Labeling for Training Better Vision Transformers 7 1 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)
CTNet: Context-based Tandem Network for Semantic Segmentation 1 1 20 Apr 2021 not harvested
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 80 4 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)
Vision Transformers for Dense Prediction 15 2 24 Mar 2021 65 ran (of which 19 constructed an object rather than computing a result; 32 with no instrument failure: 0 honoured, 0 violated, 32 with no contract checked; 33 where Syntology's instrument failed) · 51 unverified (15 pointer-only for licence)
Diverse Semantic Image Synthesis via Probability Distribution Modeling 1 1 11 Mar 2021 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)
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers 5 1 31 Dec 2020 not harvested
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)
You Only Need Adversarial Supervision for Semantic Image Synthesis 1 2 8 Dec 2020 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) · 6 unverified (7 pointer-only for licence)
Improving Augmentation and Evaluation Schemes for Semantic Image Synthesis 0 2 25 Nov 2020 not harvested
PLOP: Learning without Forgetting for Continual Semantic Segmentation 2 8 23 Nov 2020 not harvested
Scene Segmentation with Dual Relation-aware Attention Network 1 1 5 Aug 2020 not harvested
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition 3 2 20 Jun 2020 not harvested
Disentangled Non-Local Neural Networks 5 2 11 Jun 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: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
ResNeSt: Split-Attention Networks 36 6 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)
Cross-domain Correspondence Learning for Exemplar-based Image Translation 3 2 12 Apr 2020 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) · 0 unverified
SESAME: Semantic Editing of Scenes by Adding, Manipulating or Erasing Objects 1 1 10 Apr 2020 not harvested
Context Prior for Scene Segmentation 2 3 3 Apr 2020 not harvested
MUXConv: Information Multiplexing in Convolutional Neural Networks 1 2 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)
Strip Pooling: Rethinking Spatial Pooling for Scene Parsing 2 1 30 Mar 2020 official (archive's flag): 7 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) · 4 unverified (3 pointer-only for licence)
DCNAS: Densely Connected Neural Architecture Search for Semantic Image Segmentation 0 2 26 Mar 2020 not harvested
Location-aware Upsampling for Semantic Segmentation 1 3 13 Nov 2019 not harvested
Adaptive Context Network for Scene Parsing 0 4 5 Nov 2019 not harvested
Learning to Predict Layout-to-image Conditional Convolutions for Semantic Image Synthesis 1 1 15 Oct 2019 not harvested
Segmentation Transformer: Object-Contextual Representations for Semantic Segmentation 11 6 24 Sep 2019 official (archive's flag): 1 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) · 4 unverified (1 pointer-only for licence)
Semantic-Aware Scene Recognition 1 1 5 Sep 2019 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) · 0 unverified
Asymmetric Non-local Neural Networks for Semantic Segmentation 5 2 21 Aug 2019 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) · 1 unverified
Incremental Learning Techniques for Semantic Segmentation 2 1 31 Jul 2019 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Semi-supervised semantic segmentation needs strong, varied perturbations 5 2 5 Jun 2019 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Co-Occurrent Features in Semantic Segmentation 2 1 1 Jun 2019 not harvested
High-Resolution Representations for Labeling Pixels and Regions 39 2 9 Apr 2019 official: harvested, nothing ran · 14 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (11 pointer-only for licence)
FastFCN: Rethinking Dilated Convolution in the Backbone for Semantic Segmentation 12 1 28 Mar 2019 not harvested
Semantic Image Synthesis with Spatially-Adaptive Normalization 24 2 18 Mar 2019 community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation 12 2 10 Jan 2019 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Symbolic Graph Reasoning Meets Convolutions 1 2 1 Dec 2018 not harvested
PSANet: Point-wise Spatial Attention Network for Scene Parsing 4 2 1 Sep 2018 not harvested
Unified Perceptual Parsing for Scene Understanding 25 2 26 Jul 2018 community repositories only · 25 ran (of which 0 constructed an object rather than computing a result; 18 with no instrument failure: 1 honoured, 0 violated, 17 with no contract checked; 7 where Syntology's instrument failed) · 3 unverified (10 pointer-only for licence)
Semi-parametric Image Synthesis 1 1 29 Apr 2018 not harvested
Jointly Discovering Visual Objects and Spoken Words from Raw Sensory Input 0 2 4 Apr 2018 not harvested
Context Encoding for Semantic Segmentation 12 2 23 Mar 2018 community repositories only · 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) · 2 unverified (7 pointer-only for licence)
Dynamic-structured Semantic Propagation Network 0 2 16 Mar 2018 not harvested
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs 21 2 30 Nov 2017 official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Photographic Image Synthesis with Cascaded Refinement Networks 0 2 28 Jul 2017 not harvested
Pyramid Scene Parsing Network 67 5 4 Dec 2016 community repositories only · 21 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 7 where Syntology's instrument failed) · 8 unverified (5 pointer-only for licence)
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation 13 3 20 Nov 2016 community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Multi-Scale Context Aggregation by Dilated Convolutions 9 1 23 Nov 2015 official (archive's flag): 1 ran · 6 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; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation 74 1 2 Nov 2015 22 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (11 pointer-only for licence)
Fully Convolutional Networks for Semantic Segmentation 51 1 14 Nov 2014 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) · 1 unverified (4 pointer-only for licence)