| { | |
| "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" | |
| } |