Fix inference YAMLs: pin single R+ACS; document training schedule + how to override

README.md

@@ -55,6 +55,20 @@ prostate/<name>.pt
 | `vsharp_modconv_features_triang_32_16` | ModConv features, MLP 32→16 |
 | `vsharp_modconv_features_triang_32_8` | ModConv features, MLP 32→8 |
 
+## Training protocol & inference masking
+
+Trained on **fastMRI** knee / prostate multi-coil data. Training samples
+acceleration in a triangular / range schedule (typically `R ∈ [4, 16]`) with
+paired ACS `center_fractions` (e.g. `[0.08, 0.02]`) under
+`FastMRIEquispaced`.
+
+Released YAMLs pin **exactly one** R and **one** ACS (default validation 4×:
+`accelerations: [4]`, `center_fractions: [0.08]`). `MaskFunc` randomly draws
+from lists, so multi-R lists are for training only.
+
+Examples for other rates (keep lists length 1): 8× → `[8]` / `[0.04]`;
+16× → `[16]` / `[0.02]`.
+
 ## Usage
 
 ```bash

knee/vsharp_adain_triang_32_16.yaml

@@ -55,7 +55,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

knee/vsharp_modconv_features_triang.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

knee/vsharp_modconv_features_triang_32_16.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

knee/vsharp_modconv_features_triang_32_16_mod_inp.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

knee/vsharp_modconv_features_triang_32_8.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

knee/vsharp_triang.yaml

@@ -51,7 +51,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

prostate/vsharp_modconv_features_triang.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

prostate/vsharp_modconv_features_triang_32_16.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

prostate/vsharp_modconv_features_triang_32_8.yaml

@@ -54,7 +54,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping:

prostate/vsharp_triang.yaml

@@ -51,7 +51,7 @@ inference:
             masking:
                 name: FastMRIEquispaced
                 accelerations:
-                    - 4.0
+                    - 4
                 center_fractions:
                     - 0.08
             cropping: