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calculate_iou

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

calculate_iou appears in the code Syntology harvested for 32 papers, as 31 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 4 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 calculate_iou 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 14 of the 31 distinct code bodies named calculate_iou; 17 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
1ran · violated contract
0ran · our draft was wrong
1ran · fixture could not drive it
11ran
17unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 32 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

32 papers shown of 32, newest first; 32 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 10 papers added by Syntology; 2 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.

PaperDateFileStatus SyntologyLicence
ENEAS: Embedding-guided Neural Ensemble for Adaptive Segmentation added by Syntology 2026-09 (from id) speridlabs/eneas/eneas/segmentation/utils.py 9e895ee647549b9c unverified Apache-2.0 (permissive)
XCT-SAM: Sequential Parameter-Efficient Domain Adaptation of SAM for Industrial XCT Defect Segmentation added by Syntology 2026-07 (from id) Mahedi-61/XCT-SAM/run_domain_adaptation_alloy_class2.py 8a18db43aad2bafb ran no licence file found · pointer only
WinDeskGround: A Benchmark for Robust GUI Grounding in Complex Multi-Window Desktop Environments added by Syntology 2026-05 (from id) ZZZhr-1/WinDeskGround/sensitivity_analysis/analysis_utils.py 4fa4a944e5a6bceb ran no licence file found · pointer only
MultiLinguahah : A New Unsupervised Multilingual Acoustic Laughter Segmentation Method added by Syntology 2026-05 (from id) sofia-callejas/Multilinguahah/evaluation/confidence_intervals.py 07008d8898e912a9 ran licence not identified · pointer only
Mobile-Agent-v3.5: Multi-platform Fundamental GUI Agents added by Syntology 2026-02 (from id) X-PLUG/MobileAgent/Mobile-Agent-v1/MobileAgent/crop.py 104b4a02b11c457a unverified MIT (permissive)
Self-Supervised Uncalibrated Multi-View Video Anonymization in the Operating Room added by Syntology 2026-02 (from id) CAMMA-public/OR_anonymization/detector/generate_pseudo_labels.py ecf4456a392b997f unverified licence not identified · pointer only
Q-Hawkeye: Reliable Visual Policy Optimization for Image Quality Assessment added by Syntology 30 Jan 2026 AMAP-ML/Q-Hawkeye/src/virft/src/open_r1/grpo.py 39948c4c2e2232d9 unverified no licence file found · pointer only
Watch Wider and Think Deeper: Collaborative Cross-modal Chain-of-Thought for Complex Visual Reasoning added by Syntology 2026-01 (from id) deer-echo/CoCoT/generate_bbox_one_agent_qwen.py ebab022916f6a45b unverified no licence file found · pointer only
EgoThinker: Unveiling Egocentric Reasoning with Spatio-Temporal CoT added by Syntology 2025-10 (from id) InternRobotics/EgoThinker/EgoThinker-RFT/src/open_r1/grpo_qa.py 3ee120aa15d74bf5 unverified no licence file found · pointer only
COS3D: Collaborative Open-Vocabulary 3D Segmentation added by Syntology 2025-10 (from id) Runsong123/COS3D/compute_lerf_iou_check.py e2a1e81c5871b49d unverified licence not identified · pointer only
OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning 31 Dec 2024 yuliang-liu/multimodalocr/OCRBench_v2/eval_scripts/IoUscore_metric.py fea16b5a5b9ae980 unverified MIT (permissive)
Number it: Temporal Grounding Videos like Flipping Manga 15 Nov 2024 yongliang-wu/numpro/eval/metrics_mr.py df30d90fba7edb3e unverified MIT (permissive)
MobileVLM: A Vision-Language Model for Better Intra- and Inter-UI Understanding 23 Sep 2024 xiaomi/mobilevlm/test_515/count_aver_iou.py 3aac5dfd1627a360 ran licence not identified · pointer only
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation 5 Sep 2024 linsun449/iseg.code/base/utils.py 1de29ccdb9393811 ran fingerprinted no licence file found · pointer only
VLMPC: Vision-Language Model Predictive Control for Robotic Manipulation 2024-07 (from id) ppjmchen/vlmpc/vlmpc.py aa1c1367c26003ae ran no licence file found · pointer only
Practical Region-level Attack against Segment Anything Models 12 Apr 2024 ShenYifanS/S-RA_T-RA/SSAscripts/viewComplete.py ba2f0dfe43e66054 ran no licence file found · pointer only
Beyond MOT: Semantic Multi-Object Tracking 8 Mar 2024 Nathan-Li123/SMOTer/smoter/modeling/meta_arch/byte_rcnn.py ff75a6d292df6064 ran fingerprinted Apache-2.0 (permissive)
YOLOv9: Learning What You Want to Learn Using Programmable Gradient Information 21 Feb 2024 WongKinYiu/YOLO/yolo/utils/bounding_box_utils.py c9cb18bff87ea33b ran fingerprinted MIT (permissive)
Bias-Conflict Sample Synthesis and Adversarial Removal Debias Strategy for Temporal Sentence Grounding in Video 15 Jan 2024 qzhb/BSSARD/model_adapter/model_adapter.py 39d4393a157fe43e ran · fixture could not drive it no licence file found · pointer only
PEEKABOO: Interactive Video Generation via Masked-Diffusion 12 Dec 2023 microsoft/peekaboo/eval/get_metrics.py 26588212300d1a39 ran MIT (permissive)
SlimSAM: 0.1% Data Makes Segment Anything Slim 8 Dec 2023 czg1225/SlimSAM/inference.py 2d9c8ca898ce877c ran · honoured contract Apache-2.0 (permissive)
SLiMe: Segment Like Me 6 Sep 2023 aliasgharkhani/slime/src/utils.py 1de29ccdb9393811 ran fingerprinted MIT (permissive)
How to Evaluate the Generalization of Detection? A Benchmark for Comprehensive Open-Vocabulary Detection 25 Aug 2023 om-ai-lab/ovdeval/eval_glip.py f37e6f7d03c74102 ran Apache-2.0 (permissive)
Weakly Supervised Knowledge Transfer with Probabilistic Logical Reasoning for Object Detection 9 Mar 2023 molden/ProbKT/generate_data/generate_data.py b1083ea5a382f718 unverified MIT (permissive)
Unifying Vision, Text, and Layout for Universal Document Processing 5 Dec 2022 DS4SD/MarkushGrapher/markushgrapher/core/common/utils.py ea1bb4ac7f48a7b5 unverified MIT (permissive)
LegoFormer: Transformers for Block-by-Block Multi-view 3D Reconstruction 23 Jun 2021 faridyagubbayli/LegoFormer/legoformer/util/metrics.py e80fa4f734929edc unverified MIT (permissive)
SNARF: Differentiable Forward Skinning for Animating Non-Rigid Neural Implicit Shapes 8 Apr 2021 xuchen-ethz/SNARF/lib/model/metrics.py 74929499f390a6b9 unverified MIT (permissive)
Benchmarking Unsupervised Object Representations for Video Sequences 12 Jun 2020 ecker-lab/object-centric-representation-benchmark/ocrb/eval/eval_utils.py 07dca4e4203d7201 unverified MIT (permissive)
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth 26 Jun 2019 gymoon10/Instance-Segmentation-with-SpatialEmbedding-CA/src/criterions/my_loss_cvppp.py ca2d2f269115fbcc ran · violated contract fingerprinted no licence file found · pointer only
CREPE: A Convolutional Representation for Pitch Estimation 17 Feb 2018 bpiyush/SoundOfWater/shared/utils/metrics.py b87e5ad31fa0cad5 unverified MIT (permissive)
arXiv:aaai_16188 ChopinSharp/ref-nms/utils/misc.py 5b2bd3b93f3accb7 unverified MIT (permissive)
arXiv:Zhou_LIRA_Reasoning_Reconstruction_via_Multimodal_Large_Language_Models_ICCV_2025_paper zhen6618/LIRA/LIRA/models/modules.py f24ebd0968a40220 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".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections