Feature Extraction
Transformers
Safetensors
jolia
medical
radiology
ct
3d
vision
foundation-model
self-supervised
custom_code
Instructions to use raidium/Jolia with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use raidium/Jolia with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="raidium/Jolia", trust_remote_code=True)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("raidium/Jolia", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "JoliaModel" | |
| ], | |
| "atlas_config": { | |
| "modalities": { | |
| "abdomen_ct": { | |
| "image_size": [ | |
| 192, | |
| 192, | |
| 192 | |
| ], | |
| "in_chans": 11, | |
| "local2global": [ | |
| 4, | |
| 4, | |
| 4 | |
| ], | |
| "merge_ratio": [ | |
| 4, | |
| 4, | |
| 4 | |
| ], | |
| "num_features": 96, | |
| "patch_size": [ | |
| 6, | |
| 6, | |
| 6 | |
| ] | |
| } | |
| }, | |
| "model": { | |
| "atlas_args": { | |
| "attn_drop": 0.0, | |
| "dim": 192, | |
| "drop": 0.0, | |
| "drop_path": 0.3, | |
| "mlp_ratio": 4.0, | |
| "num_heads": 6, | |
| "qkv_bias": true | |
| }, | |
| "stages": [ | |
| 2, | |
| 2, | |
| 8 | |
| ] | |
| } | |
| }, | |
| "auto_map": { | |
| "AutoConfig": "configuration_jolia.JoliaConfig", | |
| "AutoModel": "modeling_jolia.JoliaModel" | |
| }, | |
| "dtype": "float32", | |
| "embed_dim": 576, | |
| "model_type": "jolia", | |
| "multiscale_feats": true, | |
| "num_heads": 1, | |
| "num_organs": 200, | |
| "num_scales": 3, | |
| "organ_slot_names": [ | |
| "abdominal_cavity", | |
| "abdominal_wall", | |
| "adrenal_glands", | |
| "anus", | |
| "aorta", | |
| "appendix", | |
| "atrial_appendage", | |
| "biliary", | |
| "bladder", | |
| "bone", | |
| "brachiocephalic_trunk", | |
| "brachiocephalic_vein", | |
| "brain", | |
| "breast", | |
| "chest", | |
| "chest_soft_tissue", | |
| "chest_soft_tissue_solid_mass", | |
| "chest_soft_tissues", | |
| "chest_wall", | |
| "clavicles", | |
| "colon", | |
| "common_carotid_artery", | |
| "device", | |
| "diaphragm", | |
| "duodenum", | |
| "epididymis", | |
| "esophagus", | |
| "fallopian_tube", | |
| "femurs", | |
| "gallbladder", | |
| "gastrointestinal_tract", | |
| "gonadal_vein", | |
| "heart", | |
| "hepatic_artery", | |
| "hepatic_vein", | |
| "hernia", | |
| "hip", | |
| "iliac_artery", | |
| "iliac_vein", | |
| "inferior_mesenteric_artery", | |
| "inferior_mesenteric_vein", | |
| "inferior_vena_cava", | |
| "inguinal_hernia", | |
| "joint", | |
| "kidneys", | |
| "large_bowel", | |
| "liver", | |
| "lungs", | |
| "lymph_nodes", | |
| "mediastinum", | |
| "mesenteric", | |
| "muscle", | |
| "orbit", | |
| "ovarian_artery", | |
| "ovarian_vein", | |
| "ovaries", | |
| "pancreas", | |
| "pelvis", | |
| "penis", | |
| "pericardium", | |
| "peritoneum", | |
| "pleura", | |
| "portal_artery", | |
| "portal_vein", | |
| "postsurgical_changes", | |
| "prostate", | |
| "pulmonary_artery", | |
| "pulmonary_vein", | |
| "rectum", | |
| "renal_artery", | |
| "renal_vein", | |
| "retroperitoneum", | |
| "ribs", | |
| "sacrum", | |
| "scapulae", | |
| "scrotum", | |
| "seminal_vesicle", | |
| "sinus", | |
| "skin", | |
| "skull", | |
| "small_bowel", | |
| "soft_tissues", | |
| "spinal_cord", | |
| "spine", | |
| "spleen", | |
| "splenic_artery", | |
| "splenic_vein", | |
| "sternum", | |
| "stomach", | |
| "subclavian_artery", | |
| "subclavian_vein", | |
| "superior_mesenteric_artery", | |
| "superior_mesenteric_vein", | |
| "superior_vena_cava", | |
| "testis", | |
| "thyroid", | |
| "total_organs", | |
| "trachea", | |
| "ureter", | |
| "urinary", | |
| "uterus", | |
| "vagina" | |
| ], | |
| "patch_embed_dim": 192, | |
| "text_context_length": 512, | |
| "text_embed_dim": 4096, | |
| "text_encoder_id": "Qwen/Qwen3-Embedding-8B", | |
| "transformers_version": "5.3.0", | |
| "use_cls_residual": false | |
| } | |