README: canonical install URL, fix ila_foundation serials + naming note

README.md

@@ -11,10 +11,11 @@ library and the HuggingFace mirror `ERISLab/FGIR-ViT`.
 ## Layout
 
 Files are grouped by experiment line, flat inside each group, named
-`<dataset>_<model>_<method>_<serial>[_<variant>].pth`. The trailing number is the wandb serial;
-the name always ends in it because only the last epoch is kept, so "last" is implied and never
-written into the name. `<variant>` disambiguates configurations that share a serial (the `ifc`
-contrastive head on the `ila_contrastive` runs).
+`<dataset>_<model>_<method>_<serial>[_<variant>].pth`. The serial is the wandb serial, and the
+name ends in it (or in the variant, where one is present) because only the last epoch is kept, so
+"last" is implied and never written into the name. `<variant>` is the `ifc` contrastive-head tag
+(`jsd`, `dscsc`) that disambiguates configurations sharing a serial, on the `ila_contrastive` and
+`aaa_viz` runs.
 
 | Group | Origin | wandb project | Serials | Backbone | Files |
 |---|---|---|---|---|---|
@@ -26,7 +27,7 @@ contrastive head on the `ila_contrastive` runs).
 | `ila_saw_no_ila` | ILA/SAW paper | ILA | 270–272 | vit_b16 | 21 |
 | `ila_swin` | ILA/SAW paper | ILA | 80, 81, 161 | peswin_base_patch4_window7_224.ms_in22k | 31 |
 | `ila_dinov2` | ILA/SAW paper | ILA | 27, 70, 71 | pevit_base_patch14_dinov2.lvd142m | 9 |
-| `ila_foundation` | ILA/SAW paper | ila-backbones-baselines | 29 (100/200/300) | MAE, DINOv2, CLIP pevit | 12 |
+| `ila_foundation` | ILA/SAW paper | ila-backbones-baselines | 1–3, 100/200/300 | MAE, DINOv2, CLIP pevit | 12 |
 | `ila_equal_compute` | ILA/SAW paper | ILA | 150 | vit_b16 | 10 |
 | `ila_contrastive` | ILA/SAW paper | ILA | 410–436 | vit_b16 | 105 |
 | `aaa_main_224` | AAA paper | ILA | 401 | vit_b16 | 13 |
@@ -59,7 +60,7 @@ Install the standalone library and load any checkpoint by its `<group>/<stem>` n
 `fgir_vit` install needed:
 
 ```
-pip install git+https://github.com/arkel23/fgir_zoo.git
+pip install git+https://github.com/arkel23/fgir-zoo.git
 python -c "import fgir_zoo; m = fgir_zoo.load('fgirvit/aaa_main_448/soylocal_vit_b16_aaa_dso_cls_adapter_fz_403')"
 ```