Quality-target bitrate-ladder builder

A small, dependency-free (pure standard-library) Python tool that turns a grid of measured (resolution, bitrate, VMAF) points into a per-title, quality-driven bitrate ladder — the measurement side of per-title encoding. It builds the convex hull from the grid (at each bitrate, keep the resolution with the highest VMAF), sets the top rung as the lowest bitrate reaching a target score (default VMAF 95; the article's 93-95 band), spaces the lower rungs by a bitrate factor (default 1.66x, the Apple

Download free PDF
Book cover: AI for Video, Volume 6 of the Fora Soft Video Engineering HandbookBook cover: Video Encoding, Volume 1 of the Fora Soft Video Engineering HandbookBook cover: Video Streaming, Volume 3 of the Fora Soft Video Engineering Handbook

The handbook · 7 volumes

Fora Soft Video Engineering Handbook

This quality-target ladder builder turns a grid of measured resolution, bitrate and VMAF points into a per-title bitrate ladder through the convex hull. Our seven-volume handbook covers the video stack; start with Volume 1 for quality metrics and encoder tuning, then Volume 3 for ABR ladders and rung selection. Written by Nikolay Sapunov, CEO at Fora Soft.

Browse the handbook on Amazon →7 volumes · 9,000+ pages · Kindle & paperback

Building per-title bitrate ladders and want them driven by measured quality?

Share sample titles and your current ladder, and we will build quality-driven ladders and estimate the bandwidth saved. 250+ video products shipped since 2005.

Book a 30-min call →WhatsApp →Email us →