Datasets › COCO (Common Objects in Context) › Papers where code ran, page 2

COCO (Common Objects in Context)

Papers archive 2025-07-28

papers with a benchmark row: 579 · with a code link: 504 · where Syntology ran a sample: 256 (226 with a run with no instrument failure, 30 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (256 of 579 with a benchmark row: 226 with a run with no instrument failure, 30 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 3: papers 101 to 200 of the 256 papers with a benchmark row here where Syntology ran at least one harvested sample (226 with a run with no instrument failure, 30 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 11,922. 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
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders 1 1 19 Feb 2022 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) · 0 unverified
DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR 8 2 28 Jan 2022 community repositories only · 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) · 5 unverified
When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism 2 1 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
Vision Transformer with Deformable Attention 2 1 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
Robust Region Feature Synthesizer for Zero-Shot Object Detection 1 1 1 Jan 2022 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 (2 pointer-only for licence)
Augmenting Convolutional networks with attention-based aggregation 5 2 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 4 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
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models 2 1 20 Dec 2021 official (archive's flag): 9 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) · 6 unverified
High-Resolution Image Synthesis with Latent Diffusion Models 41 3 20 Dec 2021 22 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 4 violated, 6 with no contract checked; 12 where Syntology's instrument failed) · 6 unverified (10 pointer-only for licence)
Grounded Language-Image Pre-training 3 2 7 Dec 2021 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) · 0 unverified (2 pointer-only for licence)
Masked-attention Mask Transformer for Universal Image Segmentation 7 6 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
LAFITE: Towards Language-Free Training for Text-to-Image Generation 3 2 27 Nov 2021 official (archive's flag): 3 ran · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 6 unverified (3 pointer-only for licence)
Mask Transfiner for High-Quality Instance Segmentation 1 1 26 Nov 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
ML-Decoder: Scalable and Versatile Classification Head 1 2 25 Nov 2021 official (archive's flag): 4 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) · 1 unverified (1 pointer-only for licence)
NÜWA: Visual Synthesis Pre-training for Neural visUal World creAtion 1 7 24 Nov 2021 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 3 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 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)
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts 1 1 16 Nov 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
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)
An Empirical Study of Training End-to-End Vision-and-Language Transformers 3 1 3 Nov 2021 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
HRFormer: High-Resolution Transformer for Dense Prediction 1 1 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
Transformer-based Dual Relation Graph for Multi-label Image Recognition 1 2 10 Oct 2021 official (archive's flag): 9 ran · 9 ran (of which 6 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) · 3 unverified
Pix2seq: A Language Modeling Framework for Object Detection 6 6 22 Sep 2021 community repositories only · 10 ran (of which 3 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 2 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (10 pointer-only for licence)
TOOD: Task-aligned One-stage Object Detection 6 1 17 Aug 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) · 2 unverified (3 pointer-only for licence)
Conditional DETR for Fast Training Convergence 4 4 13 Aug 2021 official (archive's flag): 5 ran · 6 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 1 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (4 pointer-only for licence)
Rethinking and Improving Relative Position Encoding for Vision Transformer 1 2 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
Query2Label: A Simple Transformer Way to Multi-Label Classification 3 4 22 Jul 2021 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) · 0 unverified
YOLOX: Exceeding YOLO Series in 2021 42 4 18 Jul 2021 community repositories only · 16 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 1 where Syntology's instrument failed) · 7 unverified
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation 6 2 16 Jul 2021 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) · 1 unverified (3 pointer-only for licence)
CBNet: A Composite Backbone Network Architecture for Object Detection 4 9 1 Jul 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) · 1 unverified (2 pointer-only for licence)
Focal Self-attention for Local-Global Interactions in Vision Transformers 3 4 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 4 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
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)
Dynamic Head: Unifying Object Detection Heads with Attentions 3 9 15 Jun 2021 official (archive's flag): 3 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) · 1 unverified
DETReg: Unsupervised Pretraining with Region Priors for Object Detection 1 2 8 Jun 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, 1 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Learning Relation Alignment for Calibrated Cross-modal Retrieval 1 1 28 May 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) · 1 unverified
CogView: Mastering Text-to-Image Generation via Transformers 4 1 26 May 2021 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search 4 2 21 May 2021 official (archive's flag): 2 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) · 1 unverified
Instances as Queries 5 4 5 May 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) · 1 unverified (1 pointer-only for licence)
ImageNet-21K Pretraining for the Masses 5 2 22 Apr 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) · 1 unverified (2 pointer-only for licence)
Lite-HRNet: A Lightweight High-Resolution Network 17 2 13 Apr 2021 community repositories only · 13 ran (of which 2 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 16 unverified (13 pointer-only for licence)
Multiple instance active learning for object detection 1 1 6 Apr 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
Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient Images 0 1 4 Apr 2021 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) · 3 unverified
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding 3 4 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)
OTA: Optimal Transport Assignment for Object Detection 2 1 26 Mar 2021 official (archive's flag): 1 ran · 3 ran (of which 1 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 (2 pointer-only for licence)
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows 80 8 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)
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers 1 3 23 Mar 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) · 3 unverified (5 pointer-only for licence)
Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation 2 2 22 Mar 2021 official (archive's flag): 3 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 (2 pointer-only for licence)
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding 2 1 10 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: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Beyond Max-Margin: Class Margin Equilibrium for Few-shot Object Detection 4 1 8 Mar 2021 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) · 3 unverified (6 pointer-only for licence)
Learning Transferable Visual Models From Natural Language Supervision 82 2 26 Feb 2021 official: no sample here; runs from other or unrecorded repositories · 16 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 14 where Syntology's instrument failed) · 4 unverified (16 pointer-only for licence)
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions 11 2 24 Feb 2021 official (archive's flag): 4 ran · 22 ran (of which 16 constructed an object rather than computing a result; 18 with no instrument failure: 2 honoured, 0 violated, 16 with no contract checked; 4 where Syntology's instrument failed) · 8 unverified (1 pointer-only for licence)
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision 5 2 11 Feb 2021 8 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision 6 2 5 Feb 2021 official: harvested, nothing ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
Multi-Instance Pose Networks: Rethinking Top-Down Pose Estimation 1 2 27 Jan 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result
Bottleneck Transformers for Visual Recognition 13 6 27 Jan 2021 26 ran (of which 9 constructed an object rather than computing a result; 19 with no instrument failure: 1 honoured, 0 violated, 18 with no contract checked; 7 where Syntology's instrument failed) · 23 unverified (8 pointer-only for licence)
Cross-Modal Contrastive Learning for Text-to-Image Generation 1 1 12 Jan 2021 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 (4 pointer-only for licence)
Similarity Reasoning and Filtration for Image-Text Matching 1 1 5 Jan 2021 official (archive's flag): 10 ran · 10 ran (of which 6 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (12 pointer-only for licence)
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation 5 8 13 Dec 2020 community repositories only · 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) · 0 unverified
torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation 1 3 25 Nov 2020 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 10 where Syntology's instrument failed) · 16 unverified
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer 1 3 17 Nov 2020 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Scaled-YOLOv4: Scaling Cross Stage Partial Network 41 6 16 Nov 2020 official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Distilling Knowledge by Mimicking Features 3 2 3 Nov 2020 official (archive's flag): 3 ran · 5 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 4 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
RelationNet++: Bridging Visual Representations for Object Detection via Transformer Decoder 4 1 29 Oct 2020 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) · 1 unverified
Deformable DETR: Deformable Transformers for End-to-End Object Detection 20 1 8 Oct 2020 community repositories only · 37 ran (of which 9 constructed an object rather than computing a result; 24 with no instrument failure: 1 honoured, 3 violated, 20 with no contract checked; 13 where Syntology's instrument failed) · 18 unverified (21 pointer-only for licence)
Asymmetric Loss For Multi-Label Classification 5 2 29 Sep 2020 community repositories only · 10 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; 3 where Syntology's instrument failed) · 2 unverified (9 pointer-only for licence)
A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection 3 7 28 Sep 2020 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) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild 2 1 23 Jul 2020 15 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; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Multi-Scale Positive Sample Refinement for Few-Shot Object Detection 4 1 18 Jul 2020 official (archive's flag): 1 ran · 6 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; 4 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
VirTex: Learning Visual Representations from Textual Annotations 3 2 11 Jun 2020 community repositories only · 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
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection 7 1 8 Jun 2020 community repositories only · 22 ran (of which 0 constructed an object rather than computing a result; 22 with no instrument failure: 0 honoured, 0 violated, 22 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution 6 6 3 Jun 2020 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) · 1 unverified
End-to-End Object Detection with Transformers 37 5 26 May 2020 official (archive's flag): 2 ran · 70 ran (of which 45 constructed an object rather than computing a result; 62 with no instrument failure: 2 honoured, 1 violated, 59 with no contract checked; 8 where Syntology's instrument failed) · 22 unverified (19 pointer-only for licence)
YOLOv4: Optimal Speed and Accuracy of Object Detection 223 4 23 Apr 2020 community repositories only · 142 ran (of which 0 constructed an object rather than computing a result; 133 with no instrument failure: 6 honoured, 0 violated, 127 with no contract checked; 9 where Syntology's instrument failed) · 42 unverified (21 pointer-only for licence)
ResNeSt: Split-Attention Networks 36 11 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)
Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training 3 1 13 Apr 2020 official (archive's flag): 3 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 1 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (1 pointer-only for licence)
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks 4 3 13 Apr 2020 official (archive's flag): 1 ran · 13 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (1 pointer-only for licence)
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection 2 1 9 Apr 2020 community repositories only · 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) · 0 unverified
SOLOv2: Dynamic and Fast Instance Segmentation 18 1 23 Mar 2020 community repositories only · 23 ran (of which 4 constructed an object rather than computing a result; 15 with no instrument failure: 1 honoured, 0 violated, 14 with no contract checked; 8 where Syntology's instrument failed) · 15 unverified (24 pointer-only for licence)
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation 5 5 17 Mar 2020 official: no sample here; runs from other or unrecorded repositories · 8 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Frustratingly Simple Few-Shot Object Detection 5 2 16 Mar 2020 official: harvested, nothing 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) · 6 unverified (11 pointer-only for licence)
Learning Delicate Local Representations for Multi-Person Pose Estimation 4 5 9 Mar 2020 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, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval 1 1 8 Mar 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Cross-Iteration Batch Normalization 2 1 13 Feb 2020 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
Meshed-Memory Transformer for Image Captioning 2 1 17 Dec 2019 official (archive's flag): 8 ran · 8 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; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Learning Canonical Representations for Scene Graph to Image Generation 2 1 16 Dec 2019 official (archive's flag): 10 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) · 7 unverified
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection 13 1 5 Dec 2019 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) · 0 unverified
Multiple Anchor Learning for Visual Object Detection 3 3 4 Dec 2019 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) · 3 unverified (1 pointer-only for licence)
One-Shot Object Detection with Co-Attention and Co-Excitation 2 1 28 Nov 2019 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
Soft Anchor-Point Object Detection 2 1 27 Nov 2019 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation 9 1 22 Nov 2019 official: harvested, nothing 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) · 4 unverified (1 pointer-only for licence)
Multi-Label Classification with Label Graph Superimposing 3 1 21 Nov 2019 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
EfficientDet: Scalable and Efficient Object Detection 64 3 20 Nov 2019 official (archive's flag): 1 ran · 55 ran (of which 1 constructed an object rather than computing a result; 48 with no instrument failure: 4 honoured, 0 violated, 44 with no contract checked; 7 where Syntology's instrument failed) · 15 unverified (7 pointer-only for licence)
CenterMask : Real-Time Anchor-Free Instance Segmentation 8 16 15 Nov 2019 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Semantic Object Accuracy for Generative Text-to-Image Synthesis 2 1 29 Oct 2019 official (archive's flag): 9 ran · 18 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; 4 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Distribution-Aware Coordinate Representation for Human Pose Estimation 6 3 14 Oct 2019 community repositories only · 6 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; 5 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
PolarMask: Single Shot Instance Segmentation with Polar Representation 2 2 29 Sep 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) · 0 unverified
CBNet: A Novel Composite Backbone Network Architecture for Object Detection 6 2 9 Sep 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) · 2 unverified (1 pointer-only for licence)
Visual Semantic Reasoning for Image-Text Matching 2 1 6 Sep 2019 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)
FreeAnchor: Learning to Match Anchors for Visual Object Detection 4 1 5 Sep 2019 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified