Methods › Computer Vision › Vision Transformers › Swin Transformer › Papers, page 4

Swin Transformer

Papers archive 2025-07-28

archive papers tagged: 416 · with a code link: 207 · where Syntology ran a sample: 58 (50 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (58 of 416 tagged: 50 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument)

Page 4 of 5: papers 301 to 400 of 416, newest first by the archive's date (ties by slug), in archive order.

Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “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”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line 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.

• HST: Hierarchical Swin Transformer for Compressed Image Super-resolution
  21 Aug 2022 · 3 repositories · arXiv:2208.09885
• Shifted Windows Transformers for Medical Image Quality Assessment
  11 Aug 2022 · 0 repositories · arXiv:2208.06034
• Multi-scale Feature Aggregation for Crowd Counting
  10 Aug 2022 · 0 repositories · arXiv:2208.05256
• SSformer: A Lightweight Transformer for Semantic Segmentation
  3 Aug 2022 · 1 repository · arXiv:2208.02034
• STrajNet: Multi-modal Hierarchical Transformer for Occupancy Flow Field Prediction in Autonomous Driving
  31 Jul 2022 · 1 repository · arXiv:2208.00394
• Bodily Behaviors in Social Interaction: Novel Annotations and State-of-the-Art Evaluation
  26 Jul 2022 · 0 repositories · arXiv:2207.12817
• Combining Self-Training and Hybrid Architecture for Semi-supervised Abdominal Organ Segmentation
  23 Jul 2022 · 2 repositories · arXiv:2207.11512
• High-Resolution Swin Transformer for Automatic Medical Image Segmentation
  23 Jul 2022 · 1 repository · arXiv:2207.11553
• Applying Spatiotemporal Attention to Identify Distracted and Drowsy Driving with Vision Transformers
  22 Jul 2022 · 0 repositories · arXiv:2207.12148
• Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation
  22 Jul 2022 · 1 repository · arXiv:2207.10866
  Syntology official (archive's flag): 10 ran · 12 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; 4 where Syntology's instrument failed) · 8 unverified (of 20 harvested samples) · 2 pointer-only (licence)
• Video Swin Transformers for Egocentric Video Understanding @ Ego4D Challenges 2022
  22 Jul 2022 · 0 repositories · arXiv:2207.11329
• HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation
  18 Jul 2022 · 1 repository · arXiv:2207.08518
• Structural Prior Guided Generative Adversarial Transformers for Low-Light Image Enhancement
  16 Jul 2022 · 0 repositories · arXiv:2207.07828
• Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification
  14 Jul 2022 · 2 repositories · arXiv:2207.07189
• Self-attention on Multi-Shifted Windows for Scene Segmentation
  10 Jul 2022 · 1 repository · arXiv:2207.04403
• Back to the Basics: Revisiting Out-of-Distribution Detection Baselines
  7 Jul 2022 · 2 repositories · arXiv:2207.03061
  Syntology 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) · 0 unverified (of 6 harvested samples)
• More ConvNets in the 2020s: Scaling up Kernels Beyond 51x51 using Sparsity
  7 Jul 2022 · 1 repository · arXiv:2207.03620
• Improving Semantic Segmentation in Transformers using Hierarchical Inter-Level Attention
  5 Jul 2022 · 0 repositories · arXiv:2207.02126
• Deep Reinforcement Learning with Swin Transformers
  30 Jun 2022 · 1 repository · arXiv:2206.15269
• Bag of Tricks for Long-Tail Visual Recognition of Animal Species in Camera-Trap Images
  24 Jun 2022 · 1 repository · arXiv:2206.12458
• Global Context Vision Transformers
  20 Jun 2022 · 8 repositories · arXiv:2206.09959
  Syntology official (archive's flag): 12 ran · 21 ran (of which 8 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (of 36 harvested samples) · 15 pointer-only (licence)
• Rethinking Generalization in Few-Shot Classification
  15 Jun 2022 · 1 repository · arXiv:2206.07267
  Syntology official (archive's flag): 2 ran · 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 (of 3 harvested samples) · 3 pointer-only (licence)
• SwinCheX: Multi-label classification on chest X-ray images with transformers
  9 Jun 2022 · 1 repository · arXiv:2206.04246
• Blind Face Restoration: Benchmark Datasets and a Baseline Model
  8 Jun 2022 · 2 repositories · arXiv:2206.03697
• Tutel: Adaptive Mixture-of-Experts at Scale
  7 Jun 2022 · 2 repositories · arXiv:2206.03382
  Syntology 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) · 3 unverified (of 9 harvested samples) · 3 pointer-only (licence)
• HiViT: Hierarchical Vision Transformer Meets Masked Image Modeling
  30 May 2022 · 1 repository · arXiv:2205.14949
• Green Hierarchical Vision Transformer for Masked Image Modeling
  26 May 2022 · 1 repository · arXiv:2205.13515
  Syntology official (archive's flag): 4 ran · 4 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
• MixMAE: Mixed and Masked Autoencoder for Efficient Pretraining of Hierarchical Vision Transformers
  26 May 2022 · 1 repository · arXiv:2205.13137
• MSTRIQ: No Reference Image Quality Assessment Based on Swin Transformer with Multi-Stage Fusion
  20 May 2022 · 0 repositories · arXiv:2205.10101
• MulT: An End-to-End Multitask Learning Transformer
  17 May 2022 · 1 repository · arXiv:2205.08303
  Syntology 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 (of 2 harvested samples) · 2 pointer-only (licence)
• SwinIQA: Learned Swin Distance for Compressed Image Quality Assessment
  9 May 2022 · 1 repository · arXiv:2205.04264
• Reinforced Swin-Convs Transformer for Underwater Image Enhancement
  1 May 2022 · 1 repository · arXiv:2205.00434
  Syntology official (archive's flag): 4 ran · 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) · 4 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (of 8 harvested samples)
• One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation
  28 Apr 2022 · 0 repositories · arXiv:2204.13738
• SwinFuse: A Residual Swin Transformer Fusion Network for Infrared and Visible Images
  25 Apr 2022 · 1 repository · arXiv:2204.11436
• MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment
  19 Apr 2022 · 2 repositories · arXiv:2204.08958
  Syntology official (archive's flag): 1 ran · 8 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; 1 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples)
• BSRT: Improving Burst Super-Resolution with Swin Transformer and Flow-Guided Deformable Alignment
  18 Apr 2022 · 1 repository · arXiv:2204.08332
  Syntology official (archive's flag): 12 ran · 12 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; 4 where Syntology's instrument failed) · 1 unverified (of 13 harvested samples) · 2 pointer-only (licence)
• An Extendable, Efficient and Effective Transformer-based Object Detector
  17 Apr 2022 · 1 repository · arXiv:2204.07962
  Syntology official (archive's flag): 1 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 (of 3 harvested samples)
• Residual Swin Transformer Channel Attention Network for Image Demosaicing
  14 Apr 2022 · 0 repositories · arXiv:2204.07098
• SwinNet: Swin Transformer drives edge-aware RGB-D and RGB-T salient object detection
  12 Apr 2022 · 1 repository · arXiv:2204.05585
• Panoptic-PartFormer: Learning a Unified Model for Panoptic Part Segmentation
  10 Apr 2022 · 1 repository · arXiv:2204.04655
• Does Robustness on ImageNet Transfer to Downstream Tasks?
  8 Apr 2022 · 0 repositories · arXiv:2204.03934
• Vision Transformers for Single Image Dehazing
  8 Apr 2022 · 1 repository · arXiv:2204.03883
  Syntology 5 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; 2 where Syntology's instrument failed) · 5 unverified (of 10 harvested samples) · 3 pointer-only (licence)
• Unified Contrastive Learning in Image-Text-Label Space
  7 Apr 2022 · 1 repository · arXiv:2204.03610
  Syntology official: harvested, nothing ran · 0 ran · 1 unverified (of 1 harvested sample)
• MixFormer: Mixing Features across Windows and Dimensions
  6 Apr 2022 · 3 repositories · arXiv:2204.02557
  Syntology community repositories only · 10 ran (of which 3 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) · 4 unverified (of 14 harvested samples)
• Unleashing Vanilla Vision Transformer with Masked Image Modeling for Object Detection
  6 Apr 2022 · 2 repositories · arXiv:2204.02964
• MatteFormer: Transformer-Based Image Matting via Prior-Tokens
  29 Mar 2022 · 1 repository · arXiv:2203.15662
  Syntology official (archive's flag): 4 ran · 5 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; 2 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 1 pointer-only (licence)
• RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution
  27 Mar 2022 · 1 repository · arXiv:2203.14186
  Syntology official (archive's flag): 8 ran · 8 ran (of which 5 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) · 6 unverified (of 14 harvested samples) · 14 pointer-only (licence)
• Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis
  24 Mar 2022 · 2 repositories · arXiv:2203.13278
  Syntology official (archive's flag): 5 ran · 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) · 2 unverified (of 7 harvested samples) · 5 pointer-only (licence)
• Video Instance Segmentation via Multi-scale Spatio-temporal Split Attention Transformer
  24 Mar 2022 · 1 repository · arXiv:2203.13253
• The Devil Is in the Details: Window-based Attention for Image Compression
  16 Mar 2022 · 2 repositories · arXiv:2203.08450
  Syntology official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 3 honoured, 0 violated, 8 with no contract checked; 4 where Syntology's instrument failed) · 0 unverified (of 15 harvested samples) · 11 pointer-only (licence)
• Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs
  13 Mar 2022 · 8 repositories · arXiv:2203.06717
  Syntology 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 (of 8 harvested samples) · 1 pointer-only (licence)
• DFTR: Depth-supervised Fusion Transformer for Salient Object Detection
  12 Mar 2022 · 0 repositories · arXiv:2203.06429
• One-stage Video Instance Segmentation: From Frame-in Frame-out to Clip-in Clip-out
  12 Mar 2022 · 0 repositories · arXiv:2203.06421
• PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image Segmentation
  9 Mar 2022 · 2 repositories · arXiv:2203.04568
• SUNet: Swin Transformer UNet for Image Denoising
  28 Feb 2022 · 2 repositories · arXiv:2202.14009
• Using Multi-scale SwinTransformer-HTC with Data augmentation in CoNIC Challenge
  28 Feb 2022 · 0 repositories · arXiv:2202.13588
• Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution Priors
  26 Feb 2022 · 2 repositories · arXiv:2202.13142
• S3T: Self-Supervised Pre-training with Swin Transformer for Music Classification
  21 Feb 2022 · 1 repository · arXiv:2202.10139
• Mixing and Shifting: Exploiting Global and Local Dependencies in Vision MLPs
  14 Feb 2022 · 2 repositories · arXiv:2202.06510
  Syntology official (archive's flag): 8 ran · 8 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; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 6 pointer-only (licence)
• BViT: Broad Attention based Vision Transformer
  13 Feb 2022 · 1 repository · arXiv:2202.06268
• Generalised Image Outpainting with U-Transformer
  27 Jan 2022 · 1 repository · arXiv:2201.11403
• DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction
  26 Jan 2022 · 0 repositories · arXiv:2201.10776
• When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism
  26 Jan 2022 · 2 repositories · arXiv:2201.10801
  Syntology 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 (of 7 harvested samples)
• Fast MRI Reconstruction: How Powerful Transformers Are?
  23 Jan 2022 · 1 repository · arXiv:2201.09400
• Q-ViT: Fully Differentiable Quantization for Vision Transformer
  19 Jan 2022 · 1 repository · arXiv:2201.07703
  Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• Swin-Pose: Swin Transformer Based Human Pose Estimation
  19 Jan 2022 · 0 repositories · arXiv:2201.07384
• Swin Transformer for Fast MRI
  10 Jan 2022 · 2 repositories · arXiv:2201.03230
  Syntology 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 (of 1 harvested sample)
• Swin Transformer coupling CNNs Makes Strong Contextual Encoders for VHR Image Road Extraction
  10 Jan 2022 · 0 repositories · arXiv:2201.03178
• PyramidTNT: Improved Transformer-in-Transformer Baselines with Pyramid Architecture
  4 Jan 2022 · 1 repository · arXiv:2201.00978
• Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images
  4 Jan 2022 · 3 repositories · arXiv:2201.01266
• Vision Transformer with Deformable Attention
  3 Jan 2022 · 2 repositories · arXiv:2201.00520
  Syntology 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 (of 10 harvested samples)
• Vision Transformer for Small-Size Datasets
  27 Dec 2021 · 5 repositories · arXiv:2112.13492
  Syntology official: no sample here; runs from other or unrecorded repositories · 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) · 0 unverified (of 2 harvested samples) · 1 pointer-only (licence)
• Raw Produce Quality Detection with Shifted Window Self-Attention
  24 Dec 2021 · 0 repositories · arXiv:2112.13845
• ELSA: Enhanced Local Self-Attention for Vision Transformer
  23 Dec 2021 · 1 repository · arXiv:2112.12786
  Syntology 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 (of 1 harvested sample)
• SeMask: Semantically Masked Transformers for Semantic Segmentation
  23 Dec 2021 · 1 repository · arXiv:2112.12782
• iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images
  21 Dec 2021 · 1 repository · arXiv:2112.11325
• StyleSwin: Transformer-based GAN for High-resolution Image Generation
  20 Dec 2021 · 1 repository · arXiv:2112.10762
  Syntology official (archive's flag): 2 ran · 5 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; 5 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 3 pointer-only (licence)
• 5th Place Solution for VSPW 2021 Challenge
  13 Dec 2021 · 0 repositories · arXiv:2112.06379
• HRFormer: High-Resolution Vision Transformer for Dense Predict
  1 Dec 2021 · 2 repositories
• End-to-End Referring Video Object Segmentation with Multimodal Transformers
  29 Nov 2021 · 2 repositories · arXiv:2111.14821
  Syntology official (archive's flag): 9 ran · 9 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; 5 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples) · 6 pointer-only (licence)
• Multi-domain Integrative Swin Transformer network for Sparse-View Tomographic Reconstruction
  28 Nov 2021 · 0 repositories · arXiv:2111.14831
• SWAT: Spatial Structure Within and Among Tokens
  26 Nov 2021 · 1 repository · arXiv:2111.13677
• Global Interaction Modelling in Vision Transformer via Super Tokens
  25 Nov 2021 · 0 repositories · arXiv:2111.13156
• DBIA: Data-free Backdoor Injection Attack against Transformer Networks
  22 Nov 2021 · 1 repository · arXiv:2111.11870
• Lightweight Transformer Backbone for Medical Object Detection
  22 Nov 2021 · 0 repositories · arXiv:2111.11546
• Swin Transformer V2: Scaling Up Capacity and Resolution
  18 Nov 2021 · 23 repositories · arXiv:2111.09883
  Syntology 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 (of 30 harvested samples) · 4 pointer-only (licence)
• Transformer-based Image Compression
  12 Nov 2021 · 0 repositories · arXiv:2111.06707
• Hepatic vessel segmentation based on 3D swin-transformer with inductive biased multi-head self-attention
  5 Nov 2021 · 0 repositories · arXiv:2111.03368
• Vis-TOP: Visual Transformer Overlay Processor
  21 Oct 2021 · 0 repositories · arXiv:2110.10957
• HRFormer: High-Resolution Transformer for Dense Prediction
  18 Oct 2021 · 1 repository · arXiv:2110.09408
  Syntology 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 (of 11 harvested samples)
• COVID-19 Detection in Chest X-ray Images Using Swin-Transformer and Transformer in Transformer
  16 Oct 2021 · 0 repositories · arXiv:2110.08427
• Satellite Image Semantic Segmentation
  12 Oct 2021 · 1 repository · arXiv:2110.05812
• ViDT: An Efficient and Effective Fully Transformer-based Object Detector
  8 Oct 2021 · 1 repository · arXiv:2110.03921
• 3rd Place Scheme on Instance Segmentation Track of ICCV 2021 VIPriors Challenges
  1 Oct 2021 · 0 repositories · arXiv:2110.00242
• An object-centric sensitivity analysis of deep learning based instance segmentation
  29 Sep 2021 · 0 repositories
• Video Forgery Detection Using Multiple Cues on Fusion of EfficientNet and Swin Transformer
  29 Sep 2021 · 0 repositories
• UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery
  18 Sep 2021 · 1 repository · arXiv:2109.08937
  Syntology official (archive's flag): 2 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) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Semi-Supervised Wide-Angle Portraits Correction by Multi-Scale Transformer
  14 Sep 2021 · 1 repository · arXiv:2109.08024
• Sparse MLP for Image Recognition: Is Self-Attention Really Necessary?
  12 Sep 2021 · 2 repositories · arXiv:2109.05422
• SwinIR: Image Restoration Using Swin Transformer
  23 Aug 2021 · 9 repositories · arXiv:2108.10257
  Syntology official (archive's flag): 3 ran · 30 ran (of which 14 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 14 where Syntology's instrument failed) · 15 unverified (of 45 harvested samples) · 5 pointer-only (licence)