ON-DEMAND WEBINAR · 40 MIN

How much can you compress before the model notices?

How much can you compress before the model notices?

How much can you compress before the model notices?

Beamr’s AI researchers test how far AV video can be compressed before lane detection, object detection and VLM models change their output.

Beamr’s AI researchers test how far AV video can be compressed before lane detection, object detection and VLM models change their output.

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Key takeaways

Key takeaways

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LANE DETECTION

97%

less source storage at CQ 35, while CLRNet kept 97.4% of its original lane predictions.

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2D OBJECT DETECTION

0.96 mAP

RF-DETR detections on CABR-optimized video vs. the original, across ~200,000 objects (mean IoU 0.97).

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VLM CAPTIONING

41–57%

lower bitrate, with caption changes smaller than the model’s own run-to-run variation. A proof of concept with Qwen2.5-VL.

Before you compress, see how far you can go before your models notice

Before you compress, see how far you can go before your models notice

Evaluate your data

SPEAKERS

Meet the researchers

Meet the researchers

Tamar Shoham

CTO

Ronen Nissim

AI Team Lead

David Tomarov

Computer Vision Researcher

Ethan Fenakel

Computer Vision Researcher

Computer Vision Researcher

EVALUATE COMPRESSION ON YOUR DATA

Find out how far your data can be compressed

Find out how far your data can be compressed

Tell us about your models and video setup. We’ll show you where compression starts to change their output.

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How much your current pipeline can compress safely

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Which of your models are most sensitive

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Where ML-Safe Compression fits — or doesn’t

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We never share your data.

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