{ "model_name": "RCMTUNetV4-VLM", "version": "4.0", "architecture": { "segmentation": "RCMTUNetV4", "vlm": "LLaVA-Med-v1.5-Mistral-7B (microsoft/llava-med-v1.5-mistral-7b)", "vlm_fallback": "llava-hf/llava-v1.6-mistral-7b-hf", "vlm_quantization": "4-bit NF4 BitsAndBytes", "rag_embedder": "sentence-transformers/all-MiniLM-L6-v2", "rag_index": "FAISS IndexFlatIP dim=384", "rag_n_chunks": 40, "rag_top_k": 4, "in_channels": 4, "num_classes": 4, "fusion_dim": 24, "num_heads": 4, "input_size": [ 128, 128, 128 ], "features": [ 24, 48, 96, 192 ] }, "vlm_not_finetuned": true, "vlm_note": "LLaVA-Med utilis\u00e9 tel quel \u2014 pas fine-tun\u00e9. Recharger depuis HF hub directement.", "training": { "dataset": "UCSF-PDGM-v5", "n_patients_eval": 50, "seed": 42, "device": "Tesla T4" }, "performance": { "global_score": 0.8522, "bert_score_f": 0.8141, "tbfact_score": 0.9218, "radgraph_f1": 0.8713, "rg_entity_f1": 0.9076, "hallucination_score": 1.0, "crossval_score": 1.0, "innovation_score": 0.8767, "rougeL": 0.3017, "bleu1": 0.1926, "article_score": 0.8558 }, "labels": { "0": "Background", "1": "Edema (ED)", "2": "Tumor Core (TC)", "3": "Enhancing Tumor (ET)" }, "modalities": [ "T1", "T1c", "T2", "FLAIR" ], "timestamp": "2026-04-23T18:41:37.191201" }