trained first version of yolo world model, created two stage inference with a classification of whole image then deleting non matching predictions. strengthened bounding boxes using nms. Specialized detectors trained on one class failed. Read literature on Cascade R-CNN and other classical bounding box strengthening literature. current MAP 50:95 0.41 on validation