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Computer Vision

5 items tagged with "computer-vision"

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Reference Architectures1

Reference Architecture

Computer Vision Inference Pipeline on Azure

A reference design for an image and video computer-vision pipeline on Azure spanning ingestion, GPU inference, and human-in-the-loop review.

Benchmarks4

Benchmark

ImageNet (ILSVRC Classification)

The foundational large-scale image classification benchmark covering 1,000 object categories, long used to track progress in computer vision and pretraining.

Benchmark

COCO (Object Detection and Segmentation)

A large-scale benchmark for object detection, instance segmentation, and keypoints in complex everyday scenes, evaluated with mean average precision across IoU thresholds.

Benchmark

VQAv2 (Visual Question Answering)

A benchmark that tests whether models can answer open-ended natural-language questions about images, balanced to reduce language-only shortcuts.

Benchmark

MMBench (Multimodal Benchmark)

A systematic multimodal benchmark that evaluates vision-language models across many fine-grained ability dimensions using a robustness-checked multiple-choice protocol.