AI Research
Novel methods, experiments, and publications.
What we do
Research, development, and advisory under one roof.
End-to-end AI work for labs and organizations.
Product Development
From data pipelines to production AI tools.
Strategic Consultation
Roadmaps, evaluation, and responsible AI.
Academic Collaboration
Joint labs, grants, and workshops.
Research collaboration
Collaborative research shaped for real-world impact.
Snapshots of collaborations and recent outputs.
YoLIP Flood Response (JBRP 2025)
Zero-shot flood triage from imagery.
PDF: labsemantics@gmail.com
Publications & resources
Recent papers, preprints, and shared artifacts.
Peer-reviewed work and preprints.
MMF-Gait: Multi-model fusion for gait recognition
Fusion of CNNs and ViT for gait.
Mam-App: Efficient apple leaf disease classification
Lightweight Mamba vision model.
Vision-language detection of floating debris
YOLOv7 + CLIP zero-shot detection.
YoLIP: Zero-shot flood detection and prioritization
Rapid flood scene triage.
Capabilities
Everything needed to move from research to deployment.
Full AI lifecycle support.
Research Design
Problem framing and study design.
Dataset Engineering
Collection, labeling, governance.
Model Development
Transformers, diffusion, Mamba.
Evaluation & QA
Benchmarks, ablations, QA.
Deployment & MLOps
Inference, monitoring, updates.
Responsible AI
Bias, safety, governance.
Outcomes
Deliverables built for longevity.
Outcomes that last.
Reproducible pipelines
Clear tracking and documentation.
Field-ready prototypes
Validated on real data.
Collaborative knowledge transfer
Workshops and handoffs.
Our approach
A structured pathway from question to impact.
Three steps from question to impact.
01 · Diagnose
Align goals and feasibility.
02 · Design
Design systems and evaluation.
03 · Deliver
Ship and transfer knowledge.
Who we are
A lab built for ambitious, real-world AI.
Researchers and engineers building practical AI.
Academic rigor with product delivery.
Let’s connect
Ready to start the next research chapter?
Share your scope and goals. We respond quickly.