Datasets › PASCAL VOC 2007 › Papers where code ran, page 1

PASCAL VOC 2007

Papers archive 2025-07-28

papers with a benchmark row: 96 · with a code link: 73 · where Syntology ran a sample: 24 (24 with a run with no instrument failure, 0 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (24 of 96 with a benchmark row: 24 with a run with no instrument failure, 0 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 1 of 1: papers 1 to 24 of the 24 papers with a benchmark row here where Syntology ran at least one harvested sample (24 with a run with no instrument failure, 0 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 126. 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
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering 1 1 12 Dec 2022 8 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; 1 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels 1 1 4 Mar 2022 official (archive's flag): 6 ran · 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 (7 pointer-only for licence)
Transformer-based Dual Relation Graph for Multi-label Image Recognition 1 1 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
Query2Label: A Simple Transformer Way to Multi-Label Classification 3 3 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
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations 4 1 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
ImageNet-21K Pretraining for the Masses 5 1 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)
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation 5 1 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
Comprehensive Attention Self-Distillation for Weakly-Supervised Object Detection 1 1 22 Oct 2020 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (6 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)
Self-Knowledge Distillation with Progressive Refinement of Targets 1 1 22 Jun 2020 official (archive's flag): 5 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) · 0 unverified (3 pointer-only for licence)
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection 2 2 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
Global Aggregation then Local Distribution in Fully Convolutional Networks 2 1 16 Sep 2019 official (archive's flag): 2 ran · 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) · 2 unverified (4 pointer-only for licence)
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming 4 2 17 Jul 2019 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, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
Objects as Points 76 1 16 Apr 2019 official: harvested, nothing ran · 77 ran (of which 0 constructed an object rather than computing a result; 69 with no instrument failure: 0 honoured, 0 violated, 69 with no contract checked; 8 where Syntology's instrument failed) · 53 unverified (2 pointer-only for licence)
Bounding Box Regression with Uncertainty for Accurate Object Detection 4 1 23 Sep 2018 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
Where are the Blobs: Counting by Localization with Point Supervision 3 2 25 Jul 2018 8 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; 0 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
PCL: Proposal Cluster Learning for Weakly Supervised Object Detection 4 1 9 Jul 2018 official (archive's flag): 4 ran · 4 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; 0 where Syntology's instrument failed) · 3 unverified
YOLO9000: Better, Faster, Stronger 231 1 25 Dec 2016 44 ran (of which 0 constructed an object rather than computing a result; 33 with no instrument failure: 1 honoured, 4 violated, 28 with no contract checked; 11 where Syntology's instrument failed) · 16 unverified (23 pointer-only for licence)
R-FCN: Object Detection via Region-based Fully Convolutional Networks 48 1 20 May 2016 community repositories only · 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 (1 pointer-only for licence)
SSD: Single Shot MultiBox Detector 221 1 8 Dec 2015 community repositories only · 93 ran (of which 0 constructed an object rather than computing a result; 79 with no instrument failure: 3 honoured, 1 violated, 75 with no contract checked; 14 where Syntology's instrument failed) · 38 unverified (9 pointer-only for licence)
Weakly Supervised Deep Detection Networks 5 1 9 Nov 2015 community repositories only · 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 (1 pointer-only for licence)
You Only Look Once: Unified, Real-Time Object Detection 144 2 8 Jun 2015 89 ran (of which 27 constructed an object rather than computing a result; 59 with no instrument failure: 4 honoured, 4 violated, 51 with no contract checked; 30 where Syntology's instrument failed) · 59 unverified (98 pointer-only for licence)
Fast R-CNN 30 1 30 Apr 2015 community repositories only · 5 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; 3 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Rich feature hierarchies for accurate object detection and semantic segmentation 29 1 11 Nov 2013 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) · 9 unverified (1 pointer-only for licence)