Vision-language researcher applying agentic AI to dental radiography and culturally grounded multimodal benchmarks
2
papers here
1
reviewed by Evolve
0
first-author
0
corresponding
—
works · OpenAlex
1
h-index · OpenAlex
Bibliometric figures come from OpenAlex (2026-10-17) and cover the author's entire public record, not just the papers listed here. Reproducibility signal comes from Evolve's own reviews.
Research profile
Output—
Not scored: the snapshot supplies no reliable total publication count for this OpenAlex name-resolved record, so output volume cannot be computed. This axis would measure total indexed works across the career and the share of first- or corresponding-author positions.
Impact—
Not scored: beyond h-index 1 and i10-index 1, the snapshot contains no citation counts, citing works, or field-normalized metrics for this early-stage record. This axis would measure citation accumulation and influence relative to field and career stage.
Focus100/100
Scores 100, the strongest axis. OpenAlex topic labels cluster tightly: Advanced Neural Network Applications (3), Neural Networks and Applications (2), Advanced Memory and Neural Computing (2), and Multimodal Machine Learning Applications (2), with only Topic Modeling (1) outside the cluster. The Evolve catalog likewise spans just two adjacent areas — dental-radiography vision-language work and multimodal cultural benchmarks — indicating a coherent applied neural-network agenda.
Collaboration51/100
Scores 51. The OpenAlex record lists 12 distinct coauthors over the last three years, and the frequent-collaborator list is anchored by Tawsif Tashwar Dipto, Radib Bin Kabir, Mueeze Al Mushabbir, Mohammed Saidul Islam, and Md Tahmid Rahman Laskar. Both 2026 Evolve-reviewed preprints place Ahamed in a middle authorship position without corresponding role, consistent with contributing to a larger Bangladesh-based team rather than leading small groups.
Activity57/100
Scores 57. The record shows 6 works in the last three years, with countsByYear peaking at 4 indexed works in 2026, up from 2 in 2024; 2013 holds a single earlier entry. Both Evolve-catalog papers appeared as arXiv preprints in 2026, indicating a currently active publishing phase concentrated in the present year rather than a long accumulated record.
Reproducibility55/100
Scores 55, computed as reproMean over 1 assessed paper. Evolve rates both catalog preprints at medium reproducibility readiness. For AgenTeeth the verdict credits a strong controlled design but flags a single-run evaluation with no variance reporting; MemeCULT-1K carries annotator-overlap confounds and some non-significant cells. Reproducibility evidence is therefore real but thin, resting on one reviewed paper.
Research summary
Mehedi Ahamed is a Bangladesh-based AI researcher at Southeast University whose work, as indexed by OpenAlex, centers on applied neural networks and multimodal machine learning. The record is early-stage: h-index 1 and i10-index 1, with 6 works in the last three years and 4 works indexed in 2026, the most active year on file. Topic labels concentrate on advanced neural network applications (3), neural networks and applications (2), advanced memory and neural computing (2), and multimodal machine learning applications (2). Two 2026 arXiv preprints reviewed by Evolve define the current profile. AgenTeeth injects tool evidence from seven dental detectors into frozen vision-language models for panoramic X-ray tasks, gaining 12.9-23.0 points on MMOral-OPG-Bench, though Evolve notes a single-run evaluation without variance. MemeCULT-1K contributes a 1,000-meme benchmark for South Asian cultural context and humor, showing cultural context lifts explanation quality across 13 VLMs, with annotator-overlap caveats. On both papers Ahamed is a middle author rather than corresponding author. Radar dimensions place focus at 100 (tightly clustered topics), activity at 57, collaboration at 51 (12 distinct coauthors), and reproducibility at 55, averaged from one assessed paper. Output and impact remain unscored for lack of data. The pattern suggests a contributing member of a productive Bangladesh research group working across medical-imaging AI and culturally grounded multimodal evaluation.
Collaboration pattern
Ahamed publishes within a Bangladesh-based, multi-author team: 12 distinct coauthors appear in the last three years, with Tawsif Tashwar Dipto, Radib Bin Kabir, Mueeze Al Mushabbir, Mohammed Saidul Islam, and Md Tahmid Rahman Laskar among the most frequent. On both 2026 Evolve-reviewed papers he holds a middle, non-corresponding position, suggesting a contributor role on team-scale benchmark and framework projects rather than sole or senior leadership.
Research keywords
Highlights
Tool-evidence injection curbs VLM hallucination on dental X-rays
A 1,000-meme benchmark for South Asian cultural understanding
Timeline
- 2013Earliest trace in the OpenAlex snapshot: 1 indexed work, long before the current publishing phase.
- 20242 indexed works in the snapshot, marking the start of the recent activity window.
- 2026Most productive year on record: 4 indexed works, including both Evolve-reviewed arXiv preprints (AgenTeeth and MemeCULT-1K).
Papers in the Evolve catalog
Frequent co-authors
About this profile
This profile is AI-structured by Evolve.Pub from public bibliographic data (OpenAlex) and Evolve's own paper reviews. It is not written or endorsed by the researcher unless the profile is claimed. Radar dimensions are computed from real bibliometrics with fixed formulas — raw figures are shown alongside; missing dimensions mean insufficient data, never zero. Errors? Claim the profile to correct or hide it.
- Bibliometrics are name-resolved from a single OpenAlex record (identity: openalex); no ORCID is linked, so confusion with same-name researchers cannot be fully excluded.
- Output and impact dimensions are unscored because the snapshot lacks total publication counts and citation data beyond h-index 1 / i10-index 1.
- Reproducibility (55) averages a single assessed paper; both catalog papers are 2026 arXiv preprints with middle authorship and unverified peer-review status.
- Coverage is limited to OpenAlex plus the two Evolve-reviewed papers; career history, awards, grants, and teaching fall outside the data scope.