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calculate_uncertainty

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

calculate_uncertainty appears in the code Syntology harvested for 37 papers, as 3 distinct code bodies found in 37 places (a place is one code body under one paper). At least one of them ran in 1 of the papers; 1 of the code bodies carries 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_uncertainty 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 1 of the 3 distinct code bodies named calculate_uncertainty; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
2unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 37 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

37 papers shown of 37, newest first; 37 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; 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.

PaperDateFileStatus SyntologyLicence
SCORE: Scene Context Matters in Open-Vocabulary Remote Sensing Instance Segmentation 17 Jul 2025 HuangShiqi128/SCORE/score/modeling/criterion.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning 27 Jun 2025 geshang777/FOCUS/focus/modeling/criterion.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context 22 Dec 2024 ShuaiLYU/MVREC/modules/torch_demo.py 9d6f9b4d8d3bdba1 unverified Apache-2.0 (permissive)
TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation 4 Dec 2024 ruohaoguo/avis/avism/modeling/avism_criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
A Simple Image Segmentation Framework via In-Context Examples 7 Oct 2024 aim-uofa/SINE/sine/model/criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments 17 Jun 2024 cambridgeltl/zepo/zepo.py ca99032ac77b29e6 ran · honoured contract fingerprinted MIT (permissive)
Open-Vocabulary Semantic Segmentation with Image Embedding Balancing 14 Jun 2024 slonetime/EBSeg/ebseg/model/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Grounded 3D-LLM with Referent Tokens 16 May 2024 OpenRobotLab/Grounded_3D-LLM/models/criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Progressive Token Length Scaling in Transformer Encoders for Efficient Universal Segmentation 23 Apr 2024 abhishekaich27/proscale-pytorch/mask2former/modeling/criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation 4 Apr 2024 heshuting555/DsHmp/dshmp/modeling/vita_criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
PEM: Prototype-based Efficient MaskFormer for Image Segmentation 29 Feb 2024 niccolocavagnero/pem/pem/modeling/criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Open-Vocabulary Segmentation with Unpaired Mask-Text Supervision 14 Feb 2024 derrickwang005/uni-ovseg.pytorch/lib/utils/misc.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Supervised Fine-tuning in turn Improves Visual Foundation Models 18 Jan 2024 tencentarc/visft/mmf/models/visft/segment_criterion.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
ODIN: A Single Model for 2D and 3D Segmentation 4 Jan 2024 ayushjain1144/odin/odin/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Collaborating Foundation Models for Domain Generalized Semantic Segmentation 15 Dec 2023 yasserben/clouds/clouds/modeling/criterion.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation 11 Dec 2023 rkzheng99/TMT-VIS/tmt/modeling/tmt_criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Open-Vocabulary Segmentation with Semantic-Assisted Calibration 7 Dec 2023 workforai/scan/scan/modeling/criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Mask Propagation for Efficient Video Semantic Segmentation 29 Oct 2023 ziplab/MPVSS/mask2former/modeling/criterion.py 2dcb8123d89bb1ff unverified no licence file found · pointer only
Learning Mask-aware CLIP Representations for Zero-Shot Segmentation 30 Sep 2023 jiaosiyu1999/MAFT-Plus/maft/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
3D Indoor Instance Segmentation in an Open-World 25 Sep 2023 aminebdj/3D-OWIS/models/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
MeViS: A Large-scale Benchmark for Video Segmentation with Motion Expressions 16 Aug 2023 henghuiding/MeViS/lmpm/modeling/vita_criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
SegPrompt: Boosting Open-world Segmentation via Category-level Prompt Learning 12 Aug 2023 aim-uofa/segprompt/mask2former/modeling/criterion.py 2dcb8123d89bb1ff unverified BSD-2-Clause (permissive)
Primitive Generation and Semantic-related Alignment for Universal Zero-Shot Segmentation 19 Jun 2023 heshuting555/PADing/PADing/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Compositor: Bottom-up Clustering and Compositing for Robust Part and Object Segmentation 12 Jun 2023 tacju/compositor/Compositor_Mask2Former/compositor/modeling/criterion.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
DFormer: Diffusion-guided Transformer for Universal Image Segmentation 6 Jun 2023 cp3wan/dformer/dformer/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Complementary Random Masking for RGB-Thermal Semantic Segmentation 30 Mar 2023 UkcheolShin/CRM_RGBTSeg/models/mask2former/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
You Only Segment Once: Towards Real-Time Panoptic Segmentation 26 Mar 2023 Darth-Kronos/YOSO_TensorRT/projects/YOSO/yoso/loss.py 2dcb8123d89bb1ff unverified MIT (permissive)
FastInst: A Simple Query-Based Model for Real-Time Instance Segmentation 15 Mar 2023 junjiehe96/fastinst/fastinst/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Side Adapter Network for Open-Vocabulary Semantic Segmentation 23 Feb 2023 blumenstiel/SAN-MESS/san/model/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Mask3D: Mask Transformer for 3D Semantic Instance Segmentation 6 Oct 2022 jonasschult/mask3d/models/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
VITA: Video Instance Segmentation via Object Token Association 9 Jun 2022 sukjunhwang/vita/vita/modeling/vita_criterion.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
RankSeg: Adaptive Pixel Classification with Image Category Ranking for Segmentation 8 Mar 2022 facebookresearch/Mask2Former/mask2former/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Mask2Former for Video Instance Segmentation 20 Dec 2021 nihalsid/mask2former/mask2former/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
Masked-attention Mask Transformer for Universal Image Segmentation 2 Dec 2021 DdeGeus/Mask2Former-IBS/mask2former_video/modeling/criterion.py 2dcb8123d89bb1ff unverified MIT (permissive)
arXiv:aaai_27844 retsuh-bqw/SRFormer-Text-Det/adet/modeling/srformer/losses.py 2dcb8123d89bb1ff unverified Apache-2.0 (permissive)
arXiv:Zhang_FreePoint_Unsupervised_Point_Cloud_Instance_Segmentation_CVPR_2024_paper zzk273/FreePoint/models/criterion_freepoint.py 2dcb8123d89bb1ff unverified MIT (permissive)
arXiv:Heo_A_Generalized_Framework_for_Video_Instance_Segmentation_CVPR_2023_paper miranheo/GenVIS/genvis/modeling/genvis_criterion.py 2dcb8123d89bb1ff 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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