Computer Vision

Computer Vision enables machines to see, interpret, and act upon visual information. Alchemilla Ventures delivers end-to-end computer vision solutions that automate processes, enhance quality control, and unlock new capabilities — for manufacturing plants, agricultural operations, and enterprises .

The Power of Visual AI

Modern computer vision combines deep learning architectures (CNNs, Vision Transformers) with powerful hardware to deliver human-level or super-human accuracy on visual tasks. From detecting defects on a assembly line to monitoring crop health on a farm, computer vision is reshaping industries for our clients.

Our Computer Vision Services

• Object Detection & Tracking: Real-time detection of objects, people, and vehicles using YOLOv8, Detectron2, and DETR. Applications include warehouse inventory tracking, traffic monitoring, smart cities, and retail footfall analysis.
• Image Classification & Tagging: Automated categorisation of product images, medical scans, or satellite imagery. We fine-tune Vision Transformers (ViT) and ConvNeXt for domain-specific accuracy.
• Optical Character Recognition (OCR): Extract text from documents, invoices, ID cards, and signboards — including support for and other the countryn scripts. Built with Tesseract, PaddleOCR, and custom-trained TrOCR models.
• Semantic & Instance Segmentation: Pixel-level understanding of images for autonomous driving, medical imaging, and geospatial analysis. Mask R-CNN, SAM (Segment Anything Model), and U-Net implementations.
• Facial Recognition & Biometrics: Secure, privacy-compliant facial recognition for attendance systems, access control, and KYC verification. Compliant with the Digital Personal Data Protection Act.
• Anomaly Detection: Automated visual inspection for manufacturing quality control, identifying microscopic defects invisible to the human eye. Deployed ‘s automotive and electronics manufacturing units.

Industries Transforming with Computer Vision

• Manufacturing — Real-time defect detection on production lines
• Agriculture — Drone-based crop analysis, disease detection, and yield estimation
• Healthcare — Radiology image analysis, pathology slide screening for hospitals
• Retail — Cashier-less checkout, shelf monitoring, and customer behaviour analytics
• Security & Surveillance — Smart CCTV analytics, intrusion detection, crowd monitoring
• Automotive — ADAS development, autonomous vehicle perception for the countryn road conditions

Our Development Pipeline

1. Data Collection & Annotation: We help you source, capture, and label training data — with partners for cost-effective annotation at scale.
2. Model Architecture Selection: Choosing between CNNs, Vision Transformers, or hybrid architectures based on your accuracy-latency trade-offs.
3. Training & Hyperparameter Tuning: Leveraging transfer learning from pre-trained models, mixed-precision training, and multi-GPU acceleration.
4. Edge Deployment: Optimising models with TensorRT, ONNX Runtime, and OpenVINO for deployment on NVIDIA Jetson, Raspberry Pi, and Intel-based edge devices.
5. Monitoring & Iteration: Continuous monitoring of model drift, periodic retraining, and A/B testing for incremental improvements.

Tech Stack

• Frameworks: PyTorch, TensorFlow, OpenCV, Kornia
• Model Architectures: YOLOv8/v9, Vision Transformers, ResNet, EfficientNet, SAM
• Deployment: NVIDIA Triton, TensorRT, TorchServe, ONNX Runtime
• Annotation: CVAT, Label Studio, custom annotation pipelines
• Infrastructure: NVIDIA GPUs (A100, L40S), AWS Panorama, Azure Cognitive Services

From startups to the largest enterprises, we bring computer vision expertise that delivers measurable ROI. Get in touch to explore how visual AI can transform your business.