Endomapper dataset of complete calibrated endoscopy procedures
Results and benchmarks
Endomapper dataset of complete calibrated endoscopy procedures presents a information retrieval approach for computer science.
Benchmark evidence is limited
Evidence graph: 2 refs, 1 links.
Utility signals: depth 65/100, grounding 58/100, status medium.
Implementation
No direct implementation yet
Maintained implementation evidence is not confirmed for this paper yet.
Use the implementation status and reproduction sections for the current action plan.
No verified maintained repo yet
There is no verified maintained implementation yet. Use this baseline plan to decide whether to prototype now or defer.
- No direct maintained implementation was found. Use the paper PDF and citation graph to design a baseline reproduction.
- Start from related paper: Early gastric cancer diagnostic ability of ultrathin endoscope loaded with laser light source.
- Track assumptions and missing details in an experiment log before coding.
Time to first repro: a few days
Recommendation evidence is currently too limited for a maintained-repo choice. Use Implementation Status and Reproduction Path for a practical baseline plan.
- Estimate is based on paper-only reproduction flow
Reproduction readiness
No repo
No verified implementation available
- No maintained repository has been identified for this paper. Check adjacent implementations or HF artifacts below.
Hardware requirements
- Expect multi-day setup/compute for meaningful reproduction based on current guidance.
Validation caveat
Hugging Face artifacts
No trustworthy direct or curated related Hugging Face artifacts were found yet. Use targeted searches to quickly locate candidate models, datasets, and demos.
Datasets
Spaces
Tip: start with models, then check datasets and spaces if you need evaluation data or demos.
Research context
69
Citations
48
References
Tasks
Computer science, Ground truth, Endoscope, Endoscopy, Calibration, Software, Medicine, Oncology
Methods
Information retrieval
Domains
Artificial intelligence, Computer vision, Medical physics
Related papers
- Early gastric cancer diagnostic ability of ultrathin endoscope loaded with laser light sourceSearch on Paper2Code
2019 · Semantic similarity
- The feasibility and safety of disposable endoscope vs. conventional endoscope for upper gastrointestinal tract examination: a multicenter, randomized, parallel, non-inferiority trialSearch on Paper2Code
2021 · Semantic similarity
- A Prospective Controlled Trial of an Ultrathin Versus a Conventional Endoscope in Unsedated Upper Gastrointestinal EndoscopySearch on Paper2Code
2001 · Semantic similarity
- Multidirectional Projectional Rigid Neuro-Endoscopy: Prototype and Initial ExperienceSearch on Paper2Code
2005 · Semantic similarity
- Flexible endoscopy in the visualization of 3D-printed maxillary sinus and clinical applicationSearch on Paper2Code
2022 · Semantic similarity
- Ileal intubation with a transnasal endoscopeSearch on Paper2Code
2010 · Semantic similarity
Open this paper in HFEPX to review benchmark signals, evaluation modes, and human-feedback protocol context.
Open in HFEPXJump to Paper2Code search queries derived from this paper's research context.