Competencies: AI & ML > Computer Vision

Image Classification

CNN architectures, pretrained models, transfer learning, multi-label, fine-grained.

Critical

CV Engineer, ML Engineer

Object Detection

YOLO, Faster R-CNN, anchor boxes, NMS, mAP evaluation, real-time detection.

Critical

CV Engineer, ML Engineer

Semantic Segmentation

FCN, U-Net, DeepLab, pixel-wise classification, medical imaging, autonomous driving.

High

CV Engineer, ML Engineer

Instance Segmentation

Mask R-CNN, panoptic segmentation, polygon annotation, COCO format.

High

CV Engineer, ML Engineer

Pose Estimation

Keypoint detection, OpenPose, MediaPipe, human pose, hand pose, body tracking.

Medium

CV Engineer, AR/VR Engineer

OCR and Document AI

Text detection, recognition, layout analysis, document understanding, Tesseract.

High

CV Engineer, Data Engineer

Image Generation

Stable Diffusion, DALL-E, ControlNet, inpainting, img2img, fine-tuning diffusion.

Medium

ML Engineer, Creative Tech

Video Understanding

Action recognition, object tracking, video classification, temporal modeling.

Medium

CV Engineer, ML Engineer

Computer Vision Libraries

OpenCV, PIL/Pillow, albumentations, torchvision, image preprocessing.

Critical

CV Engineer, ML Engineer

Edge Deployment

TensorRT, ONNX, CoreML, mobile deployment, model optimization, inference speed.

High

CV Engineer, MLOps Engineer

No personal status recorded

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