diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceDetailDto.java b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceDetailDto.java
index bb24fa82..6ce0a9c3 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceDetailDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceDetailDto.java
@@ -8,6 +8,7 @@ import com.fasterxml.jackson.databind.JsonNode;
 import com.fasterxml.jackson.databind.ObjectMapper;
 import com.kamco.cd.kamcoback.common.enums.DetectionClassification;
 import com.kamco.cd.kamcoback.common.enums.ImageryFitStatus;
+import com.kamco.cd.kamcoback.common.utils.HeaderUtil;
 import com.kamco.cd.kamcoback.common.utils.interfaces.JsonFormatDttm;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.DetectOption;
 import com.kamco.cd.kamcoback.inference.dto.InferenceResultDto.MapSheetScope;
@@ -156,9 +157,14 @@ public class InferenceDetailDto {
     String classAfterName;
     Long classAfterCnt;
 
+    boolean english = HeaderUtil.isEnglishRequest();
+
     public Dashboard(String classAfterCd, Long classAfterCnt) {
       this.classAfterCd = classAfterCd;
-      this.classAfterName = DetectionClassification.fromString(classAfterCd).getDesc();
+      this.classAfterName =
+          english
+              ? DetectionClassification.fromString(classAfterCd).getId()
+              : DetectionClassification.fromString(classAfterCd).getDesc();
       this.classAfterCnt = classAfterCnt;
     }
   }
@@ -315,6 +321,8 @@ public class InferenceDetailDto {
     String pnu;
     String fitState;
 
+    boolean english = HeaderUtil.isEnglishRequest();
+
     public Geom(
         Long geoUid,
         UUID uuid,
@@ -338,10 +346,16 @@ public class InferenceDetailDto {
       this.targetYyyy = targetYyyy;
       this.cdProb = cdProb;
       this.classBeforeCd = classBeforeCd;
-      this.classBeforeName = DetectionClassification.fromString(classBeforeCd).getDesc();
+      this.classBeforeName =
+          english
+              ? DetectionClassification.fromString(classBeforeCd).getId()
+              : DetectionClassification.fromString(classBeforeCd).getDesc();
       this.classBeforeProb = classBeforeProb;
       this.classAfterCd = classAfterCd;
-      this.classAfterName = DetectionClassification.fromString(classAfterCd).getDesc();
+      this.classAfterName =
+          english
+              ? DetectionClassification.fromString(classAfterCd).getId()
+              : DetectionClassification.fromString(classAfterCd).getDesc();
       this.classAfterProb = classAfterProb;
       this.mapSheetNum = mapSheetNum;
       this.mapSheetName = mapSheetName;
diff --git a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
index 4223f458..4ba8ab29 100644
--- a/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
+++ b/src/main/java/com/kamco/cd/kamcoback/inference/dto/InferenceResultDto.java
@@ -2,6 +2,7 @@ package com.kamco.cd.kamcoback.inference.dto;
 
 import com.fasterxml.jackson.annotation.JsonIgnore;
 import com.fasterxml.jackson.annotation.JsonProperty;
+import com.kamco.cd.kamcoback.common.utils.HeaderUtil;
 import com.kamco.cd.kamcoback.common.utils.enums.EnumType;
 import com.kamco.cd.kamcoback.common.utils.interfaces.EnumValid;
 import com.kamco.cd.kamcoback.common.utils.interfaces.JsonFormatDttm;
@@ -14,6 +15,8 @@ import java.time.ZonedDateTime;
 import java.util.Arrays;
 import java.util.List;
 import java.util.UUID;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
 import lombok.AllArgsConstructor;
 import lombok.Getter;
 import lombok.NoArgsConstructor;
@@ -106,7 +109,12 @@ public class InferenceResultDto {
     }
 
     public static String getDescByCode(String code) {
-      return fromCode(code).getDesc();
+      boolean english = HeaderUtil.isEnglishRequest();
+      if (english) {
+        return fromCode(code).getTextEn();
+      } else {
+        return fromCode(code).getDesc();
+      }
     }
 
     @Override
@@ -121,7 +129,7 @@ public class InferenceResultDto {
 
     @Override
     public String getTextEn() {
-      return desc;
+      return name();
     }
   }
 
@@ -231,7 +239,46 @@ public class InferenceResultDto {
       long m = (s % 3600) / 60;
       long sec = s % 60;
 
-      return String.format("%d시간 %d분 %d초", h, m, sec);
+      boolean english = HeaderUtil.isEnglishRequest();
+      if (english) {
+        return String.format("%dh %dm %ds", h, m, sec);
+      } else {
+        return String.format("%d시간 %d분 %d초", h, m, sec);
+      }
+    }
+
+    @JsonProperty("mapSheetCnt")
+    public String getMapSheetCnt() {
+      boolean english = HeaderUtil.isEnglishRequest();
+      String text = this.mapSheetCnt;
+
+      if (!english) {
+        return text;
+      }
+
+      // "창원 외 34건"
+      Pattern otherPattern = Pattern.compile("^(.+) 외 (\\d+)건$");
+      Matcher otherMatcher = otherPattern.matcher(text);
+
+      if (otherMatcher.find()) {
+        String name = otherMatcher.group(1);
+        int count = Integer.parseInt(otherMatcher.group(2));
+
+        return name + " and " + count + (count == 1 ? " other" : " others");
+      }
+
+      // "창원 1건"
+      Pattern itemPattern = Pattern.compile("^(.+) (\\d+)건$");
+      Matcher itemMatcher = itemPattern.matcher(text);
+
+      if (itemMatcher.find()) {
+        String name = itemMatcher.group(1);
+        int count = Integer.parseInt(itemMatcher.group(2));
+
+        return name + " (" + count + (count == 1 ? " item" : " items") + ")";
+      }
+
+      return text;
     }
   }