- [MINOR] [SOURCE] [UPDATE] 1. update app.py

app.py

@@ -15,6 +15,8 @@ import matplotlib.patches as patches
 from cover.datasets import UnifiedFrameSampler, spatial_temporal_view_decomposition
 from cover.models import COVER
 
+import pandas as pd
+
 mean, std = (
     torch.FloatTensor([123.675, 116.28, 103.53]),
     torch.FloatTensor([58.395, 57.12, 57.375]),
@@ -27,10 +29,18 @@ mean_clip, std_clip = (
 
 sample_interval = 30
 
+normalization_array = {
+    "semantic" : [-0.1477,-0.0181],
+    "technical": [-1.8762, 1.2428],
+    "aesthetic": [-1.2899, 0.5290],
+    "overall"  : [-3.2538, 1.6728]
+}
+
 comparison_array = {
-    "semantic": [3.0, 3.5, 2.5, 4.0, 2.0],  # 示例数组
-    "technical": [2.0, 3.0, 3.5, 4.0, 1.5],
-    "aesthetic": [2.5, 3.0, 2.0, 4.5, 3.5]
+    "semantic" : [],  # 示例数组
+    "technical": [],
+    "aesthetic": [],
+    "overall"  : []
 }
 
 def get_sampler_params(video_path):
@@ -52,7 +62,7 @@ def fuse_results(results: list):
         "overall"  : x,
     }
 
-def normalize_score(score, min_score=0, max_score=5):
+def normalize_score(score, min_score, max_score):
     return (score - min_score) / (max_score - min_score) * 5
 
 def compare_score(score, score_list):
@@ -67,7 +77,6 @@ def create_bar_chart(scores, comparisons):
     fig, ax = plt.subplots(figsize=(10, 5))
     
     for i, (label, score, comparison, base_color) in enumerate(zip(labels, scores, comparisons, base_colors)):
-        color = plt.cm.ScalarMappable(cmap=plt.cm.RdYlBu).to_rgba((score / 5))
         gradient = patches.Rectangle((0, i), 5, 1, color=base_color, alpha=0.5)
         ax.add_patch(gradient)
         
@@ -78,7 +87,9 @@ def create_bar_chart(scores, comparisons):
         ax.text(5.1, i + 0.5, comparison, va='center', ha='left', color=base_color)
     
     ax.set_yticks(range(len(labels)))
-    ax.set_yticklabels(labels, color=base_colors)
+    ax.set_yticklabels(labels)
+    for tick, color in zip(ax.get_yticklabels(), base_colors):
+        tick.set_color(color)
     ax.set_xticks([0, 1, 2, 3, 4, 5])
     ax.set_xticklabels([0, 1, 2, 3, 4, 5])
     ax.set_xlim(0, 5)
@@ -160,17 +171,22 @@ def inference_one_video(input_video):
     pred_score = fuse_results(results)
     
     normalized_scores = [
-        normalize_score(pred_score["semantic"]),
-        normalize_score(pred_score["technical"]),
-        normalize_score(pred_score["aesthetic"]),
-        normalize_score(pred_score["overall"])
+        normalize_score(pred_score["semantic"] , normalization_array["semantic"][0] , normalization_array["semantic"][1] ),
+        normalize_score(pred_score["technical"], normalization_array["technical"][0], normalization_array["technical"][1]),
+        normalize_score(pred_score["aesthetic"], normalization_array["aesthetic"][0], normalization_array["aesthetic"][1]),
+        normalize_score(pred_score["overall"]  , normalization_array["overall"][0]  , normalization_array["overall"][1])
     ]
     
+    comparison_array["semantic"]  = pd.read_csv('./prediction_results/youtube_ugc/smos.csv')['Mos']
+    comparison_array["technical"] = pd.read_csv('./prediction_results/youtube_ugc/tmos.csv')['Mos']
+    comparison_array["aesthetic"] = pd.read_csv('./prediction_results/youtube_ugc/amos.csv')['Mos']
+    comparison_array["overall"]   = pd.read_csv('./prediction_results/youtube_ugc/overall.csv')['Mos']
+    
     comparisons = [
         compare_score(pred_score["semantic"], comparison_array["semantic"]),
         compare_score(pred_score["technical"], comparison_array["technical"]),
         compare_score(pred_score["aesthetic"], comparison_array["aesthetic"]),
-        compare_score(pred_score["overall"], comparison_array["semantic"] + comparison_array["technical"] + comparison_array["aesthetic"])  # 假设 overall 分数的比较使用所有维度分数的组合
+        compare_score(pred_score["overall"], comparison_array["overall"])
     ]
     
     image_path = create_bar_chart(normalized_scores, comparisons)

prediction_results/youtube_ugc/amos.csv

@@ -0,0 +1,1202 @@
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