diff --git a/backend/build.gradle b/backend/build.gradle
index bcf00bc..48b00f4 100644
--- a/backend/build.gradle
+++ b/backend/build.gradle
@@ -72,6 +72,9 @@ dependencies {
 
 	// FCM
 	implementation 'com.google.firebase:firebase-admin:7.1.1'
+
+	// Apache Commons Compress
+	implementation 'org.apache.commons:commons-compress:1.21'
 }
 
 tasks.named('test') {
diff --git a/backend/src/main/java/com/worlabel/domain/image/service/ImageService.java b/backend/src/main/java/com/worlabel/domain/image/service/ImageService.java
index 85d3087..0b62e30 100644
--- a/backend/src/main/java/com/worlabel/domain/image/service/ImageService.java
+++ b/backend/src/main/java/com/worlabel/domain/image/service/ImageService.java
@@ -15,22 +15,24 @@ import com.worlabel.global.exception.ErrorCode;
 import com.worlabel.global.service.S3UploadService;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.compress.archivers.ArchiveEntry;
+import org.apache.commons.compress.archivers.zip.ZipArchiveEntry;
+import org.apache.commons.compress.archivers.zip.ZipArchiveInputStream;
+import org.apache.commons.compress.utils.IOUtils;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
 import org.springframework.web.multipart.MultipartFile;
 
 import java.io.File;
-import java.io.FileInputStream;
 import java.io.IOException;
-import java.io.InputStream;
+import java.io.OutputStream;
+import java.nio.charset.StandardCharsets;
 import java.nio.file.Files;
 import java.nio.file.Path;
 import java.nio.file.Paths;
 import java.time.LocalDateTime;
 import java.time.format.DateTimeFormatter;
 import java.util.List;
-import java.util.zip.ZipEntry;
-import java.util.zip.ZipInputStream;
 
 @Slf4j
 @Service
@@ -38,10 +40,10 @@ import java.util.zip.ZipInputStream;
 @RequiredArgsConstructor
 public class ImageService {
 
+    private final ProjectRepository projectRepository;
+    private final FolderRepository folderRepository;
     private final S3UploadService s3UploadService;
     private final ImageRepository imageRepository;
-    private final FolderRepository folderRepository;
-    private final ProjectRepository projectRepository;
 
     /**
      * 이미지 리스트 업로드
@@ -183,26 +185,28 @@ public class ImageService {
         return folder;
     }
 
-
-    // 압축 파일을 임시 폴더에 압축 해제하는 메서드
+    // Apache Commons Compress 라이브러리를 사용하여 ZIP 파일을 처리
     private void unzip(MultipartFile zipFile, String destDir) throws IOException {
-        try (ZipInputStream zis = new ZipInputStream(zipFile.getInputStream())) {
-            ZipEntry zipEntry;
-            while ((zipEntry = zis.getNextEntry()) != null) {
+        try (ZipArchiveInputStream zis = new ZipArchiveInputStream(zipFile.getInputStream(), "MS949")) {
+            ArchiveEntry entry;
+            while ((entry = zis.getNextEntry()) != null) {
+                ZipArchiveEntry zipEntry = (ZipArchiveEntry) entry;
                 Path newPath = zipSlipProtect(zipEntry, Paths.get(destDir));
+
                 if (zipEntry.isDirectory()) {
                     Files.createDirectories(newPath);
                 } else {
                     Files.createDirectories(newPath.getParent());
-                    Files.copy(zis, newPath);
+                    try(OutputStream os = Files.newOutputStream(newPath)){
+                        IOUtils.copy(zis, os);
+                    }
                 }
-                zis.closeEntry();
             }
         }
     }
 
     // 보안을 위해 압축 파일 경로를 보호하는 메서드
-    private Path zipSlipProtect(ZipEntry zipEntry, Path targetDir) throws IOException {
+    private Path zipSlipProtect(ZipArchiveEntry zipEntry, Path targetDir) throws IOException {
         Path targetDirResolved = targetDir.resolve(zipEntry.getName());
         Path normalizePath = targetDirResolved.normalize();
         if (!normalizePath.startsWith(targetDir)) {
diff --git a/backend/src/main/java/com/worlabel/domain/project/controller/ProjectController.java b/backend/src/main/java/com/worlabel/domain/project/controller/ProjectController.java
index 5286118..5775a64 100644
--- a/backend/src/main/java/com/worlabel/domain/project/controller/ProjectController.java
+++ b/backend/src/main/java/com/worlabel/domain/project/controller/ProjectController.java
@@ -78,11 +78,7 @@ public class ProjectController {
     @PostMapping("/projects/{project_id}/auto")
     public void autoLabeling(
             @PathVariable("project_id") final Integer projectId,
-            @RequestBody final AutoModelRequest request,
-            HttpServletRequest httpServletRequest) {
-        String clientIp = httpServletRequest.getRemoteAddr();
-        int clientPort = httpServletRequest.getRemotePort();
-        log.debug("클라이언트 IP: {}, 포트 번호: {}", clientIp, clientPort);
+            @RequestBody final AutoModelRequest request) {
         projectService.autoLabeling(projectId, request);
     }
 
diff --git a/backend/src/main/java/com/worlabel/domain/project/service/ProjectService.java b/backend/src/main/java/com/worlabel/domain/project/service/ProjectService.java
index 105bec2..8e82658 100644
--- a/backend/src/main/java/com/worlabel/domain/project/service/ProjectService.java
+++ b/backend/src/main/java/com/worlabel/domain/project/service/ProjectService.java
@@ -167,6 +167,9 @@ public class ProjectService {
         String endPoint = project.getProjectType().getValue() + "/predict";
 
         List<Image> imageList = imageRepository.findImagesByProjectIdAndPending(projectId);
+        if(imageList.isEmpty()){
+            throw new CustomException(ErrorCode.DATA_NOT_FOUND);
+        }
         List<AutoLabelingImageRequest> imageRequestList = imageList.stream()
                 .map(AutoLabelingImageRequest::of)
                 .toList();
diff --git a/backend/src/main/java/com/worlabel/global/exception/CustomException.java b/backend/src/main/java/com/worlabel/global/exception/CustomException.java
index 0a99bde..b3c5c13 100644
--- a/backend/src/main/java/com/worlabel/global/exception/CustomException.java
+++ b/backend/src/main/java/com/worlabel/global/exception/CustomException.java
@@ -8,7 +8,7 @@ import java.util.Objects;
 @Getter
 public class CustomException extends RuntimeException{
     private final ErrorCode errorCode;
-    private Errors errors;
+    private final Errors errors;
 
     public CustomException(ErrorCode errorCode) {
         this(errorCode, errorCode.getMessage(), null);