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voc_ap

Syntologyentry name in harvested coderead from the graph 2026-09-24

voc_ap appears in the code Syntology harvested for 44 papers, as 17 distinct code bodies found in 48 places (a place is one code body under one paper). At least one of them ran in 20 of the papers; 5 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named voc_ap do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 6 of the 17 distinct code bodies named voc_ap; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract

0ran · violated contract

0ran · our draft was wrong

3ran · fixture could not drive it

1ran

11unverified

5fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 48 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

44 papers shown of 44, newest first; 48 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 2 papers added by Syntology; 3 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

Paper	Date	File	Status Syntology	Licence
Cross-Domain Object Detection Using Unsupervised Image Translation added by Syntology	2026-01 (from id)	endernewton/tf-faster-rcnn/lib/datasets/voc_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
Looking Beyond the Known: Towards a Data Discovery Guided Open-World Object Detection added by Syntology	2025-10 (from id)	amajee11us/CROWD/core/pascal_voc_evaluation.py `611c47c44c424dba`	unverified	no licence file found · pointer only
Feature Space Perturbation: A Panacea to Enhanced Transferability Estimation	23 Feb 2025	identical code first harvested elsewhere `fb52994d0ed2666d`	ran · honoured contract fingerprinted	licence of this copy not recorded
HiCo: Hierarchical Controllable Diffusion Model for Layout-to-image Generation	18 Oct 2024	360cvgroup/hico_t2i/eval/cal_ap_step2.py `d315cf9de0fe3526`	ran fingerprinted	no licence file found · pointer only
Situational Awareness Matters in 3D Vision Language Reasoning	11 Jun 2024	YunzeMan/Situation3D/situation3d/utils/eval_det.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	MIT (permissive)
Learning Vision from Models Rivals Learning Vision from Data	28 Dec 2023	google-research/syn-rep-learn/SynCLR/eval/main_downstream_linear.py `6798a3f5b57abe4e`	ran · honoured contract fingerprinted	Apache-2.0 (permissive)
Detect Everything with Few Examples	22 Sep 2023	mlzxy/devit/lib/voc_eval.py `611c47c44c424dba`	unverified	MIT (permissive)
Unsupervised Recognition of Unknown Objects for Open-World Object Detection	31 Aug 2023	frh23333/mepu-owod/mepu/evaluation/open_world_eval.py `611c47c44c424dba`	unverified	no licence file found · pointer only
Exploring Model Transferability through the Lens of Potential Energy	29 Aug 2023	lixiaotong97/ped/finetune.py `fb52994d0ed2666d`	ran · honoured contract fingerprinted	no licence file found · pointer only
Random Boxes Are Open-world Object Detectors	17 Jul 2023	scuwyh2000/RandBox/randbox/pascal_voc_evaluation.py `611c47c44c424dba`	unverified	no licence file found · pointer only
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection	16 Mar 2023	phoenix-v/digeo/fsdet/evaluation/pascal_voc_evaluation.py `611c47c44c424dba`	unverified	Apache-2.0 recorded; this copy not marked cleared · pointer only
Point Scene Understanding via Disentangled Instance Mesh Reconstruction	31 Mar 2022	ashawkey/dimr/evaluation/iou/metrics.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	Apache-2.0 (permissive)
Point Scene Understanding via Disentangled Instance Mesh Reconstruction	31 Mar 2022	ashawkey/dimr/evaluation/cd/metrics.py `8c98f95224124856`	unverified	Apache-2.0 (permissive)
ObjectSeeker: Certifiably Robust Object Detection against Patch Hiding Attacks via Patch-agnostic Masking	3 Feb 2022	inspire-group/ObjectSeeker/objseeker/voc_eval.py `0c6200649c2a0bb2`	unverified	MIT (permissive)
QAHOI: Query-Based Anchors for Human-Object Interaction Detection	16 Dec 2021	cjw2021/QAHOI/vsrl_eval.py `7c16bfea33d37328`	ran · fixture could not drive it fingerprinted	Apache-2.0 (permissive)
How Well Do Self-Supervised Models Transfer?	26 Nov 2020	linusericsson/ssl-transfer/linear.py `fb52994d0ed2666d`	ran · honoured contract fingerprinted	MIT (permissive)
Detecting Hands and Recognizing Physical Contact in the Wild	19 Oct 2020	cvlab-stonybrook/ContactHands/contact_hands_two_stream/evaluation/evaluator_ourdata.py `611c47c44c424dba`	unverified	MIT (permissive)
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild	23 Jul 2020	YoungXIAO13/FewShotDetection/lib/datasets/custom_eval.py `27f142a9eb53b71c`	unverified	MIT (permissive)
Exploring Long Tail Visual Relationship Recognition with Large Vocabulary	25 Mar 2020	Elhoseiny-VisionCAIR-Lab/LTVRR/lib/datasets/voc_eval_rel.py `f7051976b9be472b`	unverified	MIT (permissive)
Learning Human-Object Interaction Detection using Interaction Points	31 Mar 2020	vaesl/IP-Net/src/vsrl_eval.py `7c16bfea33d37328`	ran · fixture could not drive it fingerprinted	MIT (permissive)
Cross-Domain Document Object Detection: Benchmark Suite and Method	30 Mar 2020	kailigo/cddod/lib/datasets/voc_eval.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	MIT (permissive)
On the Arbitrary-Oriented Object Detection: Classification based Approaches Revisited	12 Mar 2020	SJTU-Thinklab-Det/OHDet_Tensorflow/eval_devkit/OHD_SJTU_evaluation_OHD.py `1c679c88d3cb7b6e`	ran · fixture could not drive it	no licence file found · pointer only
One-Shot Object Detection with Co-Attention and Co-Excitation	28 Nov 2019	timy90022/One-Shot-Object-Detection/lib/datasets/voc_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
Progressive Domain Adaptation for Object Detection	24 Oct 2019	kevinhkhsu/DA_detection/lib/datasets/cityscapes_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
Pose-aware Multi-level Feature Network for Human Object Interaction Detection	18 Sep 2019	bobwan1995/PMFNet/lib/datasets/voc_eval.py `611c47c44c424dba`	unverified	MIT (permissive)
Pose-aware Multi-level Feature Network for Human Object Interaction Detection	18 Sep 2019	bobwan1995/PMFNet/lib/datasets/vcoco_json.py `c208d41759d51357`	unverified	MIT (permissive)
R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Object	15 Aug 2019	identical code first harvested elsewhere `1c679c88d3cb7b6e`	ran · fixture could not drive it	licence of this copy not recorded
Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector	6 Aug 2019	fanq15/FSOD-code/lib/datasets/voc_eval.py `611c47c44c424dba`	unverified	MIT (permissive)
Few-Shot Object Detection with Attention-RPN and Multi-Relation Detector	6 Aug 2019	fanq15/FSOD-code/lib/3_pred_gt_sim_det_fast.py `f7e098820789174a`	unverified	MIT (permissive)
Distilling Object Detectors with Fine-grained Feature Imitation	9 Jun 2019	twangnh/Distilling-Object-Detectors/lib/datasets/voc_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
Contextual Attention for Hand Detection in the Wild	9 Apr 2019	SupreethN/Hand-CNN/samples/hand/hand.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	licence not identified · pointer only
Deep Learning for Large-Scale Traffic-Sign Detection and Recognition	1 Apr 2019	skokec/detectron-traffic-signs/lib/datasets/voc_eval.py `611c47c44c424dba`	unverified	Apache-2.0 (permissive)
Learning RoI Transformer for Detecting Oriented Objects in Aerial Images	1 Dec 2018	dingjiansw101/RoITransformer_DOTA/dota_kit/dota_evaluation_task1.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	MIT recorded; this copy not marked cleared · pointer only
Path Aggregation Network for Instance Segmentation	5 Mar 2018	ShuLiu1993/PANet/lib/datasets/voc_eval.py `611c47c44c424dba`	unverified	MIT (permissive)
DOTA: A Large-scale Dataset for Object Detection in Aerial Images	28 Nov 2017	identical code first harvested elsewhere `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	licence of this copy not recorded
Feature Pyramid Networks for Object Detection	9 Dec 2016	adityaarun1/pytorch_fast-er_rcnn/lib/datasets/voc_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima	15 Sep 2016	bedssys/Bedssys/darknet/voc_eval_py3.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	Apache-2.0 (permissive)
Detecting Text in Natural Image with Connectionist Text Proposal Network	12 Sep 2016	Sanster/tf_ctpn/lib/datasets/voc_eval.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	MIT (permissive)
R-FCN: Object Detection via Region-based Fully Convolutional Networks	20 May 2016	princewang1994/R-FCN.pytorch/lib/datasets/voc_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
SSD: Single Shot MultiBox Detector	8 Dec 2015	HiKapok/SSD.TensorFlow/voc_eval.py `70280c6a3b33d294`	unverified	Apache-2.0 (permissive)
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks	4 Jun 2015	potterhsu/easy-faster-rcnn.pytorch/voc_eval.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	MIT (permissive)
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks	4 Jun 2015	aleksispi/drl-rpn-tf/lib/datasets/voc_eval.py `ec3e5aa793d6ce69`	unverified	MIT (permissive)
Visual Semantic Role Labeling	17 May 2015	s-gupta/v-coco/vsrl_eval.py `7c16bfea33d37328`	ran · fixture could not drive it fingerprinted	MIT (permissive)
Hypercolumns for Object Segmentation and Fine-grained Localization	21 Nov 2014	varunagrawal/tiny-faces-pytorch/tinyfaces/metrics.py `1583e930fade515a`	unverified	MIT (permissive)
From Captions to Visual Concepts and Back	18 Nov 2014	s-gupta/visual-concepts/cap_eval_utils.py `18581418250668ab`	unverified	BSD-2-Clause (permissive)
arXiv:aaai_6999		generalized-iou/Detectron.pytorch/lib/datasets/voc_eval.py `611c47c44c424dba`	unverified	MIT (permissive)
arXiv:aaai_28502		yuhongtian17/Spatial-Transform-Decoupling/DOTA_devkit-master/dota_evaluation_task1.py `95c31c78be42f723`	ran · fixture could not drive it fingerprinted	MIT (permissive)
arXiv:Zhou_When_Pixel_Difference_Patterns_Meet_ViT_PiDiViT_for_Few-Shot_Object_ICCV_2025_paper		Seaz9/PiDiViT/lib/voc_eval.py `611c47c44c424dba`	unverified	Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

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