Sync updated code and configs (no weight re-upload)

README.md

@@ -1,19 +1,3 @@
----
-license: mit
-language:
-- en
-tags:
-- remote-sensing
-- earth-observation
-- vision
-- feature-extraction
-- dofa
-- sentinel-2
-- multimodal
-library_name: transformers
-pipeline_tag: feature-extraction
----
-
 # DOFA Transformers Models
 
 Self-contained HuggingFace model checkpoints for [DOFA](https://arxiv.org/abs/2403.15356).
@@ -31,6 +15,8 @@ Sentinel-2 9-band defaults (`default_wavelengths`, `default_image_mean`, `defaul
 
 ## Usage
 
+Processors default to **`do_resize: false`**. Pass Sentinel-2 stacks at native `(H, W, C)`; the processor rescales values (typically `/255`) without changing spatial size.
+
 ```python
 from transformers import pipeline
 
@@ -42,9 +28,27 @@ pipe = pipeline(
     trust_remote_code=True,
 )
 
+# Native-resolution patch, e.g. 512×512×9 bands (uint8 or float)
 features = pipe(image_array, pool=True, return_tensors=True)
 ```
 
+Dense features:
+
+```python
+tokens = pipe(image_array, pool=False, return_tensors=True)
+```
+
+Opt in to 224×224 resize (original pretraining size):
+
+```python
+features = pipe(
+    image_array,
+    pool=True,
+    return_tensors=True,
+    image_processor_kwargs={"do_resize": True},
+)
+```
+
 Override Sentinel-2 defaults for other sensors:
 
 ```python

dofa-base-patch16-224/image_processing_dofa.py

@@ -51,7 +51,7 @@ class DOFAImageProcessor(BaseImageProcessor):
 
     def __init__(
         self,
-        do_resize: bool = True,
+        do_resize: bool = False,
         size: Optional[dict[str, int]] = None,
         resample: PILImageResampling = PILImageResampling.BILINEAR,
         do_rescale: bool = True,

dofa-base-patch16-224/preprocessor_config.json

@@ -4,7 +4,7 @@
     "height": 224,
     "width": 224
   },
-  "do_resize": true,
+  "do_resize": false,
   "do_rescale": true,
   "do_normalize": true,
   "do_convert_rgb": false,

dofa-large-patch16-224/image_processing_dofa.py

@@ -51,7 +51,7 @@ class DOFAImageProcessor(BaseImageProcessor):
 
     def __init__(
         self,
-        do_resize: bool = True,
+        do_resize: bool = False,
         size: Optional[dict[str, int]] = None,
         resample: PILImageResampling = PILImageResampling.BILINEAR,
         do_rescale: bool = True,

dofa-large-patch16-224/preprocessor_config.json

@@ -4,7 +4,7 @@
     "height": 224,
     "width": 224
   },
-  "do_resize": true,
+  "do_resize": false,
   "do_rescale": true,
   "do_normalize": true,
   "do_convert_rgb": false,