update docs for anomaly dino

Signed-off-by: Alfie Roddan <228966941+alfieroddanintel@users.noreply.github.com>

Author: alfieroddanintel

docs/source/markdown/guides/reference/models/image/anomaly_dino.md

@@ -0,0 +1,13 @@
+# AnomalyDINO
+
+```{eval-rst}
+.. automodule:: anomalib.models.image.anomaly_dino.lightning_model
+   :members: AnomalyDINO
+   :show-inheritance:
+```
+
+```{eval-rst}
+.. automodule:: anomalib.models.image.anomaly_dino.torch_model
+   :members: AnomalyDINOModel
+   :show-inheritance:
+```

docs/source/markdown/guides/reference/models/image/index.md

@@ -4,6 +4,13 @@
 :margin: 1 1 0 0
 :gutter: 1
 
+:::{grid-item-card} {material-regular}`model_training;1.5em` AnomalyDINO
+:link: ./anomaly_dino
+:link-type: doc
+
+Boosting Patch-based Few-shot Anomaly Detection with DINOv2
+:::
+
 :::{grid-item-card} {material-regular}`model_training;1.5em` CFA
 :link: ./cfa
 :link-type: doc
@@ -142,6 +149,7 @@ WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation
 :caption: Data
 :hidden:
 
+./anomaly_dino
 ./cfa
 ./cflow
 ./csflow

examples/configs/README.md

@@ -21,6 +21,7 @@ configs/
 │   └── visa.yaml
 └── model
     ├── ai_vad.yaml
+    ├── anomaly_dino.yaml
     ├── cfa.yaml
     ├── cflow.yaml
     ├── csflow.yaml

examples/configs/model/anomaly_dino.yaml

@@ -0,0 +1,7 @@
+model:
+  class_path: anomalib.models.AnomalyDINO
+  init_args:
+    num_neighbours: 1
+    encoder_name: dinov2_vit_small_14
+    masking: False
+    coreset_subsampling: False