{"schemaVersion":1,"target":{"type":"reading","id":"6d3da404fa7e495b9f690be5533273699173af891b7b4a05d718a22aef794e87","revision":"9837ead2-9849-4f30-85f1-8a08a9a229f8","revisionKind":"publication-id","title":"arXiv cs.AI: CTFS for forward-looking sonar segmentation with extremely limited labels","url":"https://escapemeridian.com/readings/arxiv-cs-ai-ctfs-for-forward-looking-sonar-segmentation-with-6d3da404"},"source":{"type":"source","id":"https://arxiv.org/abs/2603.21071","revision":"15fc9868373933e3524e0c01180e8970439ab3cf57d6bba96bb06117cdc69e7c","revisionKind":"sha256-source-text","title":"CTFS : Collaborative Teacher Framework for Forward-Looking Sonar Image Semantic Segmentation with Extremely Limited Labels","url":"https://arxiv.org/abs/2603.21071"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}