Miri Technologies Inc. has begun shipping its V410 live 4K video encoder/decoder for streaming, IP-based production workflows and AV-over-IP distribution. Winner of a 2026 NAB Show Product of the Year ...

The V410 combines ease of use with rich functionality, robust connectivity, innovative features, and flexible format support.

We independently review everything we recommend. When you buy through our links, we may earn a commission. Learn more› By Adrienne Maxwell Adrienne Maxwell is an editor covering AV gear. Her specialty ...

"""Sparse encoder-decoder for multi-task learning. This module extends SparseEncoder with a decoder path for segmentation, while maintaining the BEV output for detection. Inspired by LidarMultiNet and ...

This module extracts the decoder logic from SparseEncoderDecoder so that it can be used as an independent, trainable module. This allows freezing the encoder while keeping the decoder trainable for ...