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┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐┌──┐ │ c││ o││ m││ p││ u││ t││ e││ r││ s││ e││ e││ s│ └──┘└──┘└──┘└──┘└──┘└──┘└──┘└──┘└──┘└──┘└──┘└──┘
______ __ _____
/ ____/ ____ ____ ___ ____ / /_ ___ ____ / ___/ ___ ___ _____
/ / / __ \ / __ `__ \ / __ \ __ __ / __/ / _ \ / __/ \__ \ / _ \ / _ \ / ___/
/ /___ / /_/ / / / / / / / / /_/ / / / / / / /_ / __/ / / ___/ / / __/ / __/ (__ )
\____/ \____/ /_/ /_/ /_/ \____/ / /_/ / \__/ \___/ /_/ /____/ \___/ \___/ /____/
/_/ \__,_/ 8yrs Focused CV · AR · ML 40+ Projects shipped 3 In-house flagships 7 Engineers · one team
We see & breathe pixels & tensors — production computer vision, end to end. Any camera, any hardware, any model, any frame rate, any coding language. Great at PoCs, good at production.
01/21 telecom rack · dense wire detection (opener)
▸ all 22 beats · click to jump
01
Services
// services/*.pyEvery service is in production with a real client. What it is, what you get, latency budget we target.
01Object detection & trackingReal-time detection, classification, multi-camera ReID. People counting, vehicle tracking, defect inspection, weapon detection.< 30 ms / frame
02Mobile CV · AR · XR · UnityA pillar we're proud of: computer vision on mobile. iOS + Android on-device inference (CoreML / TFLite), Meta Quest in-headset recognition, 3D overlays, stereo depth, model-based 6DoF tracking.On-device
03Edge & embedded visionJetson (Nano/NX/Xavier), RPi, CSI cameras, TensorRT, DeepStream, GStreamer. 24/7 deployments with OTA and offline sync.Field-hardened
04Pipeline profiling & latencyEvery stage timed in ms — decode, preproc, pixel transforms, inference, post, serve. Keep the GPU saturated.2–2.5× typical
05Model conversion & quantizationPyTorch/TF → ONNX → TensorRT / CoreML / TFLite. FP16 & INT8. Reprojection-validated parity checks.3–7 day turn
06Classical CV & geometryOpenCV PnP, ArUco, intrinsic + extrinsic calibration, multi-camera rigs, 6DoF model-based tracking (DLR-RM M3T, ViSP).Sub-pixel
07OCR, segmentation & mattingIn-frame OCR on moving footage, PaddleSeg, PP-Matting, trimap + alpha for compositing. Dashcam speed-sign extraction.Frame-selected
08Cameras, lenses & calibrationUSB3, MIPI CSI, RTSP, industrial, TrueDepth. Lens selection, FOV / distortion trade-offs, multi-camera rig calibration.End-to-end
02
Stack · package.json
// everything we've shipped onNot a vendor logo parade — the stack we have production code on. Amber chips are daily drivers; greyed are situational.
{ // every chip = production shipped, not just tried }
"detection_tracking":
YOLOv8YOLOv11MMDetectionMMPose YOLOv4YOLOv5YOLOx EfficientDetDetectron2SCRFDReID
"pose_seg_matting":
MediaPipeBlazePosePaddleSegPP-Matting Apple VisionHRNetOpenPoseST-GCN
"frameworks_runtime":
PyTorchTensorFlowOpenCV KerasGradioRoboflowHugging Face
"classical_cv_geometry":
OpenCV PnPViSPDLR-RM M3TIntrinsic + extrinsic calibration ArUcoChessboard stereoHistogram methodsGeometric transforms
"optimisation":
TensorRTONNXCoreMLTFLite FP16INT8nsysnvidia-smi
"edge_compute":
Jetson Nano · NX · XavierCUDADeepStream Raspberry PiOdroidARMGStreamerFFmpeg libargusV4L2
"cameras_sensors":
USB · USB3MIPI CSI · ArducamRTSP · IP · CCTVMobile phone IndustrialDashcamStereoTrueDepth UVC
"ar_xr_unity":
UnityMeta QuestThree.js ARKitARCoreReact
"languages":
PythonC++SwiftJavaScript · TypeScript Kotlin · JavaC#Objective-C BashCUDA C
"mobile_web":
iOS · CoreMLAndroid · TFLite macOSFirebaseFlaskNode.jsHTML5 Canvas
"cloud_ops":
AWS · Lambda · SageMaker · Rekognition · S3AzureGCP DockerKubernetessystemd · OTA
"connectivity_field":
4G / 5G cellularWiFiSIM HATsGPS · IMU · GNSS OpenVPNOTAOffline sync
"hardware_design":
3D CADEnclosure designThermal · airflowPower · battery BOM3D-print prototypingDFM handoff
"annotation_data":
Supervise.lyLabelImgLabelMeRoboflow MongoDBMySQLcustom capture pipelines
03
Flagship products
// /productsThree products, shipped and maintained. Each anchors a pillar of capability — AR/XR, edge hardware, multi-camera CCTV.
AR · XR · Unity
VisionGuide
AR/XR-guided procedure & learning platform. Unity on iOS, Android, Meta Quest — in-headset recognition drives the guided workflow. React + Three.js authoring web app.
- Platforms
- iOS · Android · Quest 3
- Workstreams
- 21 active · 100+ tasks
- Stack
- Unity · classical CV · Three.js
Edge · Multi-cam · 4G
BusNet
Multi-camera passenger counting on buses. Synchronised cameras on embedded SBCs. Custom enclosure, thermal/power, 4G/5G, offline sync. Version 3+ in the field.
- Compute
- Jetson / Pi-class SBC
- Connectivity
- 4G · 5G · GPS
- Status
- Rev 3+ deployed
RTSP · ReID · Retail
StoreIntel
Retail CCTV analytics on existing store cameras. Multi-camera tracking with cross-camera ReID for continuous customer journeys across non-overlapping views.
- Ingest
- Live RTSP
- Outputs
- Traffic · dwell · zones
- Hardware
- Existing cams + on-site Jetson → NVR
04
How we work
// engineering, not consultingNo slide decks about AI. We pick the camera, write the pipeline, ship the box — and keep it running 24/7. One team, one codebase.
/ E2E
End-to-end
Data → annotation → training → conversion → edge → dashboard. One team, one codebase.
/ EDGE
Edge ↔ cloud
Embedded SBCs, on-prem, or cloud GPUs. We deploy wherever your system must run.
/ PROD
Production-grade
24/7, vibration, lighting variance, OTA updates. Not demos — systems that run.
/ FULL
Full stack vision
Optics · embedded · ML · APIs · dashboards · XR — all under one roof.
05
Engagement tiers
// engage/*.yamlPick the scale. We'll size the team. Milestone-based delivery, commit-to-task traceability, hourly / fixed / retainer options.
TIER 01
PoC
~$1.5k
3–7 days · on your data
- Test on your samples first
- Free when scope is clear
- Parity report + latency numbers
TIER 02
MVP
$5–15k
2–4 weeks · milestone-based
- Functional prototype, core features
- Edge device + dashboard
- Integration with your system
TIER 03
Production
$15–60k+
3–5 months · support included
- Camera setup, inference, storage
- API, dashboard, OTA, fleet ops
- Ongoing support retainer
The three-day offer
Start with a 3-day test on your data.
Book a 30-min call to walk through your scope — we'll run a sample and show you what the pipeline does before we quote.
06
Contact
// contact/hello.mdPhone+91 99445 31155
Studio74, Thadicombu Road, Dindigul 624001, Tamil Nadu · India
EntityThoht Delta R&D Centre (OPC) Pvt. Ltd.
PartnersNVIDIA Inception · AWS Activate
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