work Parameter-Efficient Fine-Tuning for CLIP An empirical study of parameter efficient fine-tuning for adapting CLIP to downstream tasks. AgentCount Python pipeline for agar plate colony counting and CFU estimation using a multi-agent LangGraph workflow with SAM-based segmentation, QC, validation, and reporting. fun
