Compositional Context Fine-Tuning Vision-Language Model for Complex Assembly Action Understanding from Videos
A Layer-Partitioned Alternating Training (LP-AT) method is presented, which assigns distinct model layers to recognize specific action elements through element-specific low-rank adapters and alternates weight updates across element-specific adapters, reducing cross-task interference while enabling per-adapter hyperpara...