Update README.md

README.md

@@ -38,9 +38,10 @@ AnomalyCLIP은 특정 객체에 의존하지 않는 텍스트 프롬프트를
   - **Storage:** 1TB NVMe SSD + 2TB HDD
 
 ### Software
-  - **OS:** Windows 11 64 bit
-  - **Python:** 3.9.18 (anaconda)
-  - **PyTorch:** 2.0.0
+  - **OS:** Windows 11 64 bit/ Ubuntu 20.04LTS
+  - **Python:** 3.8 (anaconda)
+  - **PyTorch:** 1.9.0
+  - **OpenCV:** 4.5.3
   - **Cuda Toolkit:** 11.8
   - **CudDNN:** 9.3.0.75 for cuda11
 
@@ -82,11 +83,12 @@ AnomalyCLIP은 특정 객체에 의존하지 않는 텍스트 프롬프트를
 # AD-CLIP Model Architecture
 <div style="display: center; justify-content: center;">
   <div style="text-align: center;">
-    <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/1wFBzBCgF4sOefROGE7RO.png" height="500" width="70%"">
+    <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/62sYcSncxxzqGjQAa0MgQ.png" height="500" width="70%"">
     <p>CLIP-based Anomaly Detection Model Architecture</p>
   </div>
 </div>
 
+
 - **model:**
   - input_layer:
       - image_size: [640, 640, 3]  # 표준 입력 이미지 크기
@@ -138,8 +140,16 @@ AnomalyCLIP은 특정 객체에 의존하지 않는 텍스트 프롬프트를
 # 학습 성능 및 테스트 결과
 
 - **학습성능 결과과 그래프**:
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/RduhNlkWiyPXj-vbAkJga.png)
-
+<div style="display: flex; justify-content: space-between;">
+  <div style="text-align: center; margin-right: 20px;">
+    <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/7Q1RzKyia-WNSCJHnk2-d.png" height="80%" width="100%" style="margin-right:5px;">
+    <p>학습 과정 예시 1</p>
+  </div>
+  <div style="text-align: center; margin-right: 20px;">
+    <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/9PyBtPZMACgN1lJOqlVbG.png" height="80%" width="100%" style="margin-right:5px;">
+    <p>학습 과정 예시 2</p>
+  </div>
+</div>
 <div style="display: flex; justify-content: space-between;">
   <div style="text-align: center; margin-right: 20px;">
     <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/_lUD77x-yueXycuIn7jya.png" height="80%" width="100%" style="margin-right:5px;">
@@ -155,8 +165,15 @@ AnomalyCLIP은 특정 객체에 의존하지 않는 텍스트 프롬프트를
   </div>
 </div>
 
-- **학습 결과표**:
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/kDxl9q6X2dxCRJm5nc7jR.png)
+- **테스트 결과표**:
+<div style="display: flex; justify-content: space-between;">
+  <div style="text-align: center; margin-right: 20px;">
+    <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/u1DQHjXM41DMq1JIUOGlp.png" height="100%" width="100%" style="margin-right:5px;">
+  </div>
+  <div style="text-align: center; margin-right: 20px;">
+    <img src="https://cdn-uploads.huggingface.co/production/uploads/65e7d0935ea025ead9623dde/ndQ60TKlheW8hmOrMBELU.png" height="100%" width="100%" style="margin-right:5px;">
+  </div>
+</div>
 
 - **테스트 결과**:
 <div style="display: flex; justify-content: space-between;">