Home › Code › build_sam_vit_b

build_sam_vit_b

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

build_sam_vit_b appears in the code Syntology harvested for 53 papers, as 23 distinct code bodies found in 55 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 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 build_sam_vit_b 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 0 of the 23 distinct code bodies named build_sam_vit_b; 23 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
23unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 10 of the 55 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

53 papers shown of 53, newest first; 55 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 3 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.

PaperDateFileStatus SyntologyLicence
CLIP Tricks You: Training-free Token Pruning for Efficient Pixel Grounding in Large Vision-Language Models added by Syntology 2026-05 (from id) sejong-rcv/LiteLVLM/model/SAM/build_sam.py 3f50fb8374909f5f unverified Apache-2.0 (permissive)
FMIR, A Foundation Model-Based Image Registration Framework for Robust Image Registration added by Syntology 2026-01 (from id) Monday0328/FMIR/models/segment_anything/build_sam.py 157b84a3f0ca90f7 unverified no licence file found · pointer only
Boosting Overlapping Organoid Instance Segmentation Using Pseudo-Label Unmixing and Synthesis-Assisted Learning added by Syntology 2026-01 (from id) yatengLG/ISAT_with_segment_anything/ISAT/segment_any/segment_anything/build_sam.py c5c93b1b0d892642 unverified licence not identified · pointer only
Boosting Overlapping Organoid Instance Segmentation Using Pseudo-Label Unmixing and Synthesis-Assisted Learning added by Syntology 2026-01 (from id) yatengLG/ISAT_with_segment_anything/ISAT/segment_any/segment_anything_fast/build_sam.py f9bc5f31ce61cee8 unverified licence not identified · pointer only
SAMRefiner: Taming Segment Anything Model for Universal Mask Refinement 10 Feb 2025 linyq2117/samrefiner/SAMRefiner_plus/segment-anything/segment_anything/build_sam.py 37d02776691c6ccc unverified MIT (permissive)
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation 12 Jan 2025 PRIS-CV/PGP-SAM/segment_anything/build_sam.py bf769a506d1e8788 unverified Apache-2.0 (permissive)
Text4Seg: Reimagining Image Segmentation as Text Generation 13 Oct 2024 mc-lan/Text4Seg/ms-swift/text4seg/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified no licence file found · pointer only
One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos 29 Sep 2024 showlab/videolisa/model/segment_anything/build_sam.py 3f50fb8374909f5f unverified Apache-2.0 (permissive)
Revisit Anything: Visual Place Recognition via Image Segment Retrieval 26 Sep 2024 anyloc/revisit-anything/sam/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified BSD-3-Clause (permissive)
Segment Anything with Multiple Modalities 17 Aug 2024 weihao1115/mm-sam/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
Open-Vocabulary Semantic Segmentation with Image Embedding Balancing 14 Jun 2024 slonetime/EBSeg/ebseg/model/segment_anything/build_sam.py 91c965b9c51a37f7 unverified MIT (permissive)
RobustSAM: Segment Anything Robustly on Degraded Images 13 Jun 2024 robustsam/RobustSAM/robust_segment_anything/build_sam.py 60c42ca7b4262c76 unverified MIT (permissive)
Open-Set Domain Adaptation for Semantic Segmentation 30 May 2024 KHU-AGI/BUS/MobileSam/mobile_sam/build_sam.py f9bc5f31ce61cee8 unverified no licence file found · pointer only
GraCo: Granularity-Controllable Interactive Segmentation 1 May 2024 Zhao-Yian/GraCo/isegm/model/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model 15 Apr 2024 mazurowski-lab/finetune-sam/models/sam/build_sam.py d0c61d3ea5d14ac2 unverified Apache-2.0 (permissive)
LaSagnA: Language-based Segmentation Assistant for Complex Queries 12 Apr 2024 congvvc/lasagna/model/segment_anything/build_sam.py 3f50fb8374909f5f unverified Apache-2.0 (permissive)
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation 9 Apr 2024 aleemsidra/SaLIP/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
Unsegment Anything by Simulating Deformation 3 Apr 2024 jiahaolu97/anything-unsegmentable/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified no licence file found · pointer only
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding 27 Mar 2024 cccccczh404/h-sam/segment_anything/build_sam.py 9f4a1072f21a09c1 unverified MIT (permissive)
Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans 22 Mar 2024 alibaba-damo-academy/ct-sam3d/ct_sam/builder.py 2f903a1d8b06697f unverified Apache-2.0 (permissive)
FastSAM3D: An Efficient Segment Anything Model for 3D Volumetric Medical Images 14 Mar 2024 arcadelab/fastsam3d/segment_anything/build_sam.py 8ceb13577d0726d6 unverified Apache-2.0 (permissive)
Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception 5 Mar 2024 jwh97nn/AnyRef/model/segment_anything/build_sam.py 3f50fb8374909f5f unverified Apache-2.0 (permissive)
VRP-SAM: SAM with Visual Reference Prompt 27 Feb 2024 syp2ysy/vrp-sam/segment-anything/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM 26 Feb 2024 importzl/blo-sam/segment_anything/build_sam.py d989416cca0adba7 unverified no licence file found · pointer only
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything Model 6 Feb 2024 weihao1115/cat-sam/cat_sam/models/segment_anything_ext/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
SU-SAM: A Simple Unified Framework for Adapting Segment Anything Model in Underperformed Scenes 31 Jan 2024 zongzi13545329/simada/models/sam/build_sam.py be5eb0940b95b0d7 unverified MIT (permissive)
PA-SAM: Prompt Adapter SAM for High-Quality Image Segmentation 23 Jan 2024 xzz2/pa-sam/segment_anything_training/build_sam.py f9bc5f31ce61cee8 unverified no licence file found · pointer only
LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model 28 Dec 2023 dvlab-research/lisa/model/segment_anything/build_sam.py 3f50fb8374909f5f unverified Apache-2.0 (permissive)
Segment Any Events via Weighted Adaptation of Pivotal Tokens 24 Dec 2023 happychenpipi/eventsam/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
TinySAM: Pushing the Envelope for Efficient Segment Anything Model 21 Dec 2023 xinghaochen/tinysam/tinysam/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
GSVA: Generalized Segmentation via Multimodal Large Language Models 15 Dec 2023 leaplabthu/gsva/model/segment_anything/build_sam.py e11c7f60d91192ce unverified Apache-2.0 (permissive)
MobileSAMv2: Faster Segment Anything to Everything 15 Dec 2023 chaoningzhang/mobilesam/mobile_sam/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
SEGIC: Unleashing the Emergent Correspondence for In-Context Segmentation 24 Nov 2023 menglcool/segic/model/segment_anything_training/build_sam.py 7817f4e95dc497fc unverified MIT (permissive)
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks 20 Nov 2023 OpenGVLab/SAM-Med2D/segment_anything/build_sam.py c79820579e477987 unverified Apache-2.0 (permissive)
SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images 23 Oct 2023 uni-medical/sam-med3d/segment_anything/build_sam.py c1d0ad3fa15c7719 unverified Apache-2.0 (permissive)
Weakly-Supervised Semantic Segmentation with Image-Level Labels: from Traditional Models to Foundation Models 19 Oct 2023 zhaozhengchen/sam_wsss/segment_anything/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation 16 Sep 2023 cchen-cc/ma-sam/MA-SAM/segment_anything/build_sam.py 4182f118ae5496ec unverified Apache-2.0 (permissive)
SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation 17 Aug 2023 wenxi-yue/surgicalsam/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation 15 Aug 2023 peteryyzhang/few-shot-self-prompt-sam/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified no licence file found · pointer only
CNOS: A Strong Baseline for CAD-based Novel Object Segmentation 20 Jul 2023 nv-nguyen/cnos/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
RepViT: Revisiting Mobile CNN From ViT Perspective 18 Jul 2023 THU-MIG/RepViT/sam/repvit_sam/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
SAMAug: Point Prompt Augmentation for Segment Anything Model 3 Jul 2023 yhydhx/samaug/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
Ladder Fine-tuning approach for SAM integrating complementary network 22 Jun 2023 11yxk/sam-lst/segment_anything/build_sam.py d989416cca0adba7 unverified MIT (permissive)
LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching 20 Jun 2023 duyhominhnguyen/LVM-Med/segmentation_2d/LVMMed_SAM_2d.py 5bb7ac2f77d822c6 unverified licence not identified · pointer only
Matting Anything 8 Jun 2023 shi-labs/matting-anything/segment-anything/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
Segment Anything in High Quality 2 Jun 2023 SysCV/SAM-HQ/segment_anything/build_sam_baseline.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
Segment Anything in High Quality 2 Jun 2023 SysCV/SAM-HQ/segment_anything/build_sam.py ce435ccfda4628ae unverified Apache-2.0 (permissive)
Segment Any Anomaly without Training via Hybrid Prompt Regularization 18 May 2023 caoyunkang/segment-any-anomaly/SAM/segment_anything/build_sam.py d30fb98bb5527e4c unverified MIT (permissive)
An Alternative to WSSS? An Empirical Study of the Segment Anything Model (SAM) on Weakly-Supervised Semantic Segmentation Problems 2 May 2023 weixuansun/wsss_sam/segment_anything/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
Customized Segment Anything Model for Medical Image Segmentation 26 Apr 2023 hitachinsk/samed/SAMed_h/segment_anything/build_sam.py 4182f118ae5496ec unverified MIT (permissive)
Segment Anything in Medical Images 24 Apr 2023 bowang-lab/medsam/segment_anything/build_sam.py 29f9549a51637994 unverified Apache-2.0 (permissive)
Inpaint Anything: Segment Anything Meets Image Inpainting 13 Apr 2023 geekyutao/inpaint-anything/segment_anything/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified Apache-2.0 (permissive)
arXiv:aaai_28514 wenxi-yue/SurgicalSAM/segment_anything/build_sam.py f9bc5f31ce61cee8 unverified MIT (permissive)
arXiv:Xia_GSVA_Generalized_Segmentation_via_Multimodal_Large_Language_Models_CVPR_2024_paper LeapLabTHU/GSVA/model/segment_anything/build_sam.py e11c7f60d91192ce unverified Apache-2.0 (permissive)
arXiv:05519 MengLcool/SEGIC/model/segment_anything_training/build_sam.py 7817f4e95dc497fc unverified MIT (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