Training Vision Encoders from Scratch Proves Superior with Adequate Budget
A technical report reveals that using external models to initialize vision encoders is suboptimal. When budget permits, training from scratch yields better results, confirming that scalable methods ultimately dominate in AI development.
2026-07-29 ~ 2026-07-29 · 3 related posts
- Tech Report Insight: External Model Init for Vision Encoders Falls Short — SeunghyunSEO7 · 2026-07-29
- REPA may stop helping as image encoders scale up, a new technical thread argues — SeunghyunSEO7 · 2026-07-29
- Training Vision Encoders from Scratch Pays Off When Compute Allows — A_K_Nain · 2026-07-29