diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceRunService.java b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceRunService.java
index c07bdca0..6515bd56 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceRunService.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/service/InferenceRunService.java
@@ -41,6 +41,7 @@ public class InferenceRunService {
   private String inferenceUrl;
 
   public void run(Integer compareYear, Integer targetYear, UUID modelUuid) {
+
     List<String> compareList = mapSheetMngCoreService.getMapSheetMngHst(compareYear);
     List<String> targetList = mapSheetMngCoreService.getMapSheetMngHst(targetYear);
 
@@ -48,19 +49,49 @@ public class InferenceRunService {
         "hst list count compareList = {}, targetList = {}", compareList.size(), targetList.size());
 
     Set<String> compareSet = new HashSet<>(compareList);
+    Set<String> targetSet = new HashSet<>(targetList);
 
-    List<String> filteredTargetList =
-        targetList.stream().filter(compareSet::contains).distinct().toList();
+    long intersectionCount =
+        targetSet.stream()
+            .distinct()
+            .filter(compareSet::contains)
+            .count(); // compare와 target에 공통으로 존재하는 도협 수
 
-    long removedCount = targetList.size() - filteredTargetList.size();
+    long excludedTargetCount =
+        targetSet.stream()
+            .distinct()
+            .filter(s -> !compareSet.contains(s))
+            .count(); // target 에만 존재하는 도협 수 (compare 에는 없음)
+
+    long onlyCompareCount =
+        compareSet.stream()
+            .distinct()
+            .filter(s -> !targetSet.contains(s))
+            .count(); // compare 에만 존재하는 도협 수 (target 에는 없음)
 
     log.info(
-        "target total count: {}, compare total count: {}, Excluded count: {}",
-        targetList.size(),
-        compareList.size(),
-        removedCount);
+        """
+      ===== MapSheet Year Comparison =====
+      target Total: {}
+      compare Total: {}
+      Intersection: {}
+      target Only (Excluded from compare): {}
+      compare Only: {}
+      ====================================
+      """,
+        targetSet.size(),
+        compareSet.size(),
+        intersectionCount,
+        excludedTargetCount,
+        onlyCompareCount);
+
+    List<String> filteredTargetList =
+        targetSet.stream() // target 기준으로
+            .filter(compareSet::contains) // compare에 있는 도협만 남김
+            .toList();
 
     Scene modelComparePath = getSceneInference(compareYear.toString(), filteredTargetList, "", "");
+
     Scene modelTargetPath = getSceneInference(targetYear.toString(), filteredTargetList, "", "");
 
     // ai 서버에 전달할 파라미터 생성
diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
index 249aa512..810b31e1 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/mapsheet/MapSheetMngRepositoryImpl.java
@@ -1107,7 +1107,12 @@ public class MapSheetMngRepositoryImpl extends QuerydslRepositorySupport
         .from(mapSheetMngHstEntity)
         .innerJoin(mapSheetMngFileEntity)
         .on(mapSheetMngFileEntity.hstUid.eq(mapSheetMngHstEntity.hstUid))
-        .where(mapSheetMngHstEntity.mngYyyy.eq(year).and(mapSheetMngHstEntity.syncState.eq("DONE")))
+        .where(
+            mapSheetMngHstEntity
+                .mngYyyy
+                .eq(year)
+                .and(mapSheetMngHstEntity.syncState.eq("DONE"))
+                .and(mapSheetMngFileEntity.fileExt.eq("tif")))
         .fetch();
   }
 }