Egocentric-Native Compression
see post
The goal is to build an egocentric-native compression algorithm that runs on-device, compressing a complete shift into the smallest possible file, and reconstructing the original videos. Each shift is split into 3-minute clips with IMU.
There are 100 unique workers in the dataset. Download the first here:
gsutil -m cp -r gs://build-ai-egocentric-native-compression/worker_001 .
interesting:
- DCVC-RT: Towards Practical Real-Time Neural Video Compression - Jia et al., 2025
- OneVision Encoder - LMMs Lab et al., 2026
- HEVC Standard - Sullivan et al., 2012
- Observation on Generalization - Ilya Sutskever, 2023
- AutoGaze - Shi, Fu, Lian et al., 2026
- Video Quality Metrics for Neural and Traditional Codecs - Herb et al., 2025