Update scripts/1_generate_iqa_brief.py

scripts/1_generate_iqa_brief.py

@@ -10,7 +10,7 @@ import re
 import json
 
 # ir dataset dictionary:
-base_rt = f'/home/CORP/hsiang.chen/Project/Datasets/IR'
+base_rt = f'/home/work/shared-fi-datasets-01/users/hsiang.chen/Project/Datasets/IR'
 dataset_dict = {
     # Image Restoration
     ## Super Resolution (3)
@@ -158,6 +158,24 @@ dataset_dict = {
         "UDC": {'val': 'Other/UDC/metas/val.list',            # (60, pair)
                 'test': 'Other/UDC/metas/test.list'},         # (60, pair)
     },
+
+    ## Composite (1)
+    "Composite": {
+        "CDD": {
+            'train': 'Composite/CDD11/metas/train.list',                        # (13013, pair)
+            'test_haze': 'Composite/CDD11/metas/test_haze.list',                # (200, pair)
+            'test_haze_rain': 'Composite/CDD11/metas/test_haze_rain.list',      # (200, pair)
+            'test_haze_snow': 'Composite/CDD11/metas/test_haze_snow.list',      # (200, pair)
+            'test_low': 'Composite/CDD11/metas/test_low.list',                  # (200, pair)
+            'test_low_haze': 'Composite/CDD11/metas/test_low_haze.list',        # (200, pair)
+            'test_low_haze_rain': 'Composite/CDD11/metas/test_low_haze_rain.list',    # (200, pair)
+            'test_low_haze_snow': 'Composite/CDD11/metas/test_low_haze_snow.list',    # (200, pair)
+            'test_low_rain': 'Composite/CDD11/metas/test_low_rain.list',        # (200, pair)
+            'test_low_snow': 'Composite/CDD11/metas/test_low_snow.list',        # (200, pair)
+            'test_rain': 'Composite/CDD11/metas/test_rain.list',                # (200, pair)
+            'test_snow': 'Composite/CDD11/metas/test_snow.list',                # (200, pair)
+        },
+    },
 }
 
 def IRImageData(listfile):
@@ -172,12 +190,20 @@ def IRImageData(listfile):
     # Dataset
     LQ_list = []
     HQ_list = []
+    labels = []
     for data in paths:
         lq_pth, hq_pth, label = data
         if os.path.isfile(lq_pth):
             LQ_list.append(lq_pth)
+        else:
+            LQ_list.append(None)
+
         if os.path.isfile(hq_pth):
-            HQ_list.append(hq_pth)  
+            HQ_list.append(hq_pth)
+        else:
+            HQ_list.append(None)
+
+        
     return LQ_list, HQ_list
 
 # question dictionary:
@@ -313,10 +339,9 @@ def question_generate(ref="Full-Reference", degra="Common"):
     return template
 
 if __name__ == "__main__":
-    for degradation, degra_dict in dataset_dict.items():
-        for dname, ddict in degra_dict.items():
-            for dset, list_path in ddict.items():
-
+    for degradation, degra_dict in dataset_dict.items(): # Low-light, [LOL, DICM ...]
+        for dname, ddict in degra_dict.items():          # LOL, [train, test, ...]
+            for dset, list_path in ddict.items():        # train, path.
                 meta_refA = []
                 meta_A = []
                 meta_syn = []
@@ -351,6 +376,18 @@ if __name__ == "__main__":
                     else:
                         image_A = None
 
+                    if degradation == "Composite":
+                        annotation = ", ".join(label.split("_"))
+                    else:
+                        annotation = degradation
+
+                    if degradation == "Composite":
+                        ref_question = question_generate(ref="Full-Reference", degra="Common")
+                        nref_question = question_generate(ref="Non-Reference", degra="Common")
+                    else:
+                        ref_question = question_generate(ref="Full-Reference", degra="ONE")
+                        nref_question = question_generate(ref="Non-Reference", degra="ONE")
+
                     meta_refA.append({
                         "distortion_class": degradation,
                         "distortion_name": degradation,
@@ -363,11 +400,11 @@ if __name__ == "__main__":
                         "conversations": [
                             {
                                 "from": "human",
-                                "value": question_generate(ref="Full-Reference", degra="ONE"),
+                                "value": ref_question,
                             },
                             {
                                 "from": "gpt",
-                                "value": degradation
+                                "value": annotation
                             }
                         ],
                     })
@@ -384,11 +421,11 @@ if __name__ == "__main__":
                         "conversations": [
                             {
                                 "from": "human",
-                                "value": question_generate(ref="Non-Reference", degra="ONE"),
+                                "value": nref_question,
                             },
                             {
                                 "from": "gpt",
-                                "value": degradation
+                                "value": annotation
                             }
                         ],
                     })
@@ -405,11 +442,11 @@ if __name__ == "__main__":
                         "conversations": [
                             {
                                 "from": "human",
-                                "value": question_generate(ref="Non-Reference", degra="ONE"),
+                                "value": nref_question,
                             },
                             {
                                 "from": "gpt",
-                                "value": degradation
+                                "value": annotation
                             }
                         ],
                     })