diff --git a/backend/build.gradle b/backend/build.gradle
index 0c0b514..14778a9 100644
--- a/backend/build.gradle
+++ b/backend/build.gradle
@@ -69,6 +69,9 @@ dependencies {
 	testImplementation 'org.junit.jupiter:junit-jupiter:5.7.1'
 	testImplementation 'org.mockito:mockito-core:3.9.0'
 	testImplementation 'org.mockito:mockito-junit-jupiter:3.9.0'
+
+	// WebSocket
+	implementation 'org.springframework.boot:spring-boot-starter-websocket'
 }
 
 tasks.named('test') {
diff --git a/backend/src/main/java/com/worlabel/domain/folder/entity/dto/FolderResponse.java b/backend/src/main/java/com/worlabel/domain/folder/entity/dto/FolderResponse.java
index 88e4d9d..b5c0fb5 100644
--- a/backend/src/main/java/com/worlabel/domain/folder/entity/dto/FolderResponse.java
+++ b/backend/src/main/java/com/worlabel/domain/folder/entity/dto/FolderResponse.java
@@ -45,7 +45,7 @@ public class FolderResponse {
 
     public static FolderResponse fromWithNeedReview(final Folder folder) {
         List<ImageResponse> images = folder.getImageList().stream()
-                .filter(image -> image.getStatus() == LabelStatus.NEED_REVIEW)
+                .filter(image -> image.getStatus() == LabelStatus.REVIEW_REQUEST)
                 .map(ImageResponse::from)
                 .toList();
 
diff --git a/backend/src/main/java/com/worlabel/domain/folder/repository/FolderRepository.java b/backend/src/main/java/com/worlabel/domain/folder/repository/FolderRepository.java
index 32e43cd..83014c2 100644
--- a/backend/src/main/java/com/worlabel/domain/folder/repository/FolderRepository.java
+++ b/backend/src/main/java/com/worlabel/domain/folder/repository/FolderRepository.java
@@ -2,6 +2,8 @@ package com.worlabel.domain.folder.repository;
 
 import com.worlabel.domain.folder.entity.Folder;
 import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.data.jpa.repository.Query;
+import org.springframework.data.repository.query.Param;
 import org.springframework.stereotype.Repository;
 
 import java.util.List;
@@ -10,9 +12,20 @@ import java.util.Optional;
 @Repository
 public interface FolderRepository extends JpaRepository<Folder, Integer> {
 
-    List<Folder> findAllByProjectIdAndParentIsNull(Integer projectId);
+    @Query("SELECT f FROM Folder f " +
+            "LEFT JOIN FETCH f.imageList i " +
+            "LEFT JOIN FETCH i.label " +
+            "WHERE f.project.id = :projectId " +
+            "AND f.parent IS NULL ")
+    List<Folder> findAllByProjectIdAndParentIsNull(@Param("projectId") Integer projectId);
+
+    @Query("SELECT f FROM Folder f " +
+            "LEFT JOIN FETCH f.imageList i " +
+            "LEFT JOIN FETCH i.label " +
+            "WHERE f.project.id = :projectId " +
+            "AND f.id = :folderId")
+    Optional<Folder> findAllByProjectIdAndId(@Param("projectId") Integer projectId, @Param("folderId") Integer folderId);
 
-    Optional<Folder> findAllByProjectIdAndId(Integer projectId, Integer folderId);
 
     boolean existsByIdAndProjectId(Integer folderId, Integer projectId);
 }
\ No newline at end of file
diff --git a/backend/src/main/java/com/worlabel/domain/image/entity/Image.java b/backend/src/main/java/com/worlabel/domain/image/entity/Image.java
index 12cceb1..19909df 100644
--- a/backend/src/main/java/com/worlabel/domain/image/entity/Image.java
+++ b/backend/src/main/java/com/worlabel/domain/image/entity/Image.java
@@ -9,9 +9,6 @@ import lombok.AccessLevel;
 import lombok.Getter;
 import lombok.NoArgsConstructor;
 
-import java.util.ArrayList;
-import java.util.List;
-
 @Getter
 @Entity
 @Table(name = "project_image")
@@ -62,7 +59,7 @@ public class Image extends BaseEntity {
     /**
      * 이미지에 연결된 레이블
      */
-    @OneToOne(mappedBy = "image", cascade = CascadeType.ALL, orphanRemoval = true)
+    @OneToOne(fetch = FetchType.LAZY, mappedBy = "image", cascade = CascadeType.ALL, orphanRemoval = true)
     private Label label;
 
     private Image(final String imageTitle, final String imageUrl, final Integer order, final Folder folder) {
diff --git a/backend/src/main/java/com/worlabel/domain/image/entity/LabelStatus.java b/backend/src/main/java/com/worlabel/domain/image/entity/LabelStatus.java
index 93f66a7..16ffbc5 100644
--- a/backend/src/main/java/com/worlabel/domain/image/entity/LabelStatus.java
+++ b/backend/src/main/java/com/worlabel/domain/image/entity/LabelStatus.java
@@ -6,7 +6,8 @@ import com.fasterxml.jackson.annotation.JsonValue;
 public enum LabelStatus {
     PENDING,
     IN_PROGRESS,
-    NEED_REVIEW,
+    SAVE,
+    REVIEW_REQUEST,
     COMPLETED;
 
     // 입력 값을 enum 값과 일치시키기 위해 대소문자 구분 없이 변환
diff --git a/backend/src/main/java/com/worlabel/domain/image/repository/ImageRepository.java b/backend/src/main/java/com/worlabel/domain/image/repository/ImageRepository.java
index 2e70391..ddb86b3 100644
--- a/backend/src/main/java/com/worlabel/domain/image/repository/ImageRepository.java
+++ b/backend/src/main/java/com/worlabel/domain/image/repository/ImageRepository.java
@@ -12,10 +12,8 @@ public interface ImageRepository extends JpaRepository<Image, Long> {
 
     Optional<Image> findByIdAndFolderId(Long imageId, Integer folderId);
 
-    // TODO: N + 1
     @Query("select i from Image i " +
-            "join fetch i.folder f " +
-            "join fetch f.project p " +
-            "where p.id = :projectId")
+            "join fetch i.label l " +
+            "where i.folder.project.id = :projectId")
     List<Image> findImagesByProjectId(@Param("projectId") Integer projectId);
 }
diff --git a/backend/src/main/java/com/worlabel/domain/label/controller/LabelController.java b/backend/src/main/java/com/worlabel/domain/label/controller/LabelController.java
index da1ad65..ac7b67b 100644
--- a/backend/src/main/java/com/worlabel/domain/label/controller/LabelController.java
+++ b/backend/src/main/java/com/worlabel/domain/label/controller/LabelController.java
@@ -50,7 +50,4 @@ public class LabelController {
         labelService.save(imageId);
         return SuccessResponse.empty();
     }
-    
-    
-
 }
diff --git a/backend/src/main/java/com/worlabel/domain/label/entity/Label.java b/backend/src/main/java/com/worlabel/domain/label/entity/Label.java
index a4f7aff..bf5bbbe 100644
--- a/backend/src/main/java/com/worlabel/domain/label/entity/Label.java
+++ b/backend/src/main/java/com/worlabel/domain/label/entity/Label.java
@@ -34,19 +34,10 @@ public class Label extends BaseEntity {
     @JoinColumn(name = "image_id")
     private Image image;
 
-    /**
-     * 속한 카테고리
-     * TODO: 한 레이블 카테고리에 속한걸 찾는데에 Json파일에 담기 때문에 카테고리는 Label Entity에 없어도 될 것 같음
-     */
-//    @ManyToOne(fetch = FetchType.LAZY)
-//    @JoinColumn(name = "label_category_id")
-//    private LabelCategory labelCategory;
-
     public static Label of(String jsonUrl, Image image) {
         Label label = new Label();
         label.url = jsonUrl;
         label.image = image;
         return label;
     }
-
 }
diff --git a/backend/src/main/java/com/worlabel/domain/label/repository/LabelRepository.java b/backend/src/main/java/com/worlabel/domain/label/repository/LabelRepository.java
index 1f84962..cdf4641 100644
--- a/backend/src/main/java/com/worlabel/domain/label/repository/LabelRepository.java
+++ b/backend/src/main/java/com/worlabel/domain/label/repository/LabelRepository.java
@@ -8,4 +8,6 @@ import java.util.Optional;
 public interface LabelRepository extends JpaRepository<Label, Long> {
 
     Optional<Label> findByImageId(Long imageId);
+
+    boolean existsByImageId(Long imageId);
 }
diff --git a/backend/src/main/java/com/worlabel/domain/label/service/LabelService.java b/backend/src/main/java/com/worlabel/domain/label/service/LabelService.java
index c78bb41..c41ff1b 100644
--- a/backend/src/main/java/com/worlabel/domain/label/service/LabelService.java
+++ b/backend/src/main/java/com/worlabel/domain/label/service/LabelService.java
@@ -59,20 +59,21 @@ public class LabelService {
         List<Image> imageList = imageRepository.findImagesByProjectId(projectId);
         List<ImageRequest> imageRequestList = imageList.stream().map(ImageRequest::of).toList();
         AutoLabelingRequest autoLabelingRequest = AutoLabelingRequest.of(projectId, imageRequestList);
+        sendRequestToApi(autoLabelingRequest, projectType.getValue(), projectId);
+    }
 
-        List<AutoLabelingResponse> autoLabelingResponseList = sendRequestToApi(autoLabelingRequest, projectType.getValue(), projectId);
-        for (int index = 0; index < autoLabelingResponseList.size(); index++) {
-            AutoLabelingResponse response = autoLabelingResponseList.get(index);
-            Image image = imageList.get(index);
-            String uploadedUrl = s3UploadService.uploadJson(response.getData(), response.getImageUrl());
+    public void saveLabel(final AutoLabelingResponse autoLabelingResponse) {
+        String uploadUrl = s3UploadService.uploadJson(autoLabelingResponse.getData(), autoLabelingResponse.getImageUrl());
+        Image image = imageRepository.findById(autoLabelingResponse.getImageId())
+                .orElseThrow(() -> new CustomException(ErrorCode.IMAGE_NOT_FOUND));
 
-            Label label = labelRepository.findByImageId(response.getImageId())
-                    .orElseGet(() -> Label.of(uploadedUrl, image));
+        if (!labelRepository.existsByImageId(autoLabelingResponse.getImageId())) {
+            Label label = Label.of(uploadUrl, image);
             labelRepository.save(label);
         }
     }
 
-    private List<AutoLabelingResponse> sendRequestToApi(AutoLabelingRequest autoLabelingRequest, String apiEndpoint, int projectId) {
+    private void sendRequestToApi(AutoLabelingRequest autoLabelingRequest, String apiEndpoint, int projectId) {
         String url = createApiUrl(apiEndpoint);
 
         // RestTemplate을 동적으로 생성하여 사용
@@ -94,9 +95,7 @@ public class LabelService {
             String responseBody = Optional.ofNullable(response.getBody())
                     .orElseThrow(() -> new CustomException(ErrorCode.AI_SERVER_ERROR));
 
-            log.info("AI 서버 응답 -> {}", response.getBody());
-
-            return parseAutoLabelingResponseList(responseBody);
+//            return parseAutoLabelingResponseList(responseBody);
         } catch (Exception e) {
             log.error("AI 서버 요청 중 오류 발생: ", e);
             throw new CustomException(ErrorCode.AI_SERVER_ERROR);
@@ -107,17 +106,16 @@ public class LabelService {
         JsonElement jsonElement = JsonParser.parseString(responseBody);
         List<AutoLabelingResponse> autoLabelingResponseList = new ArrayList<>();
         for (JsonElement element : jsonElement.getAsJsonArray()) {
-            AutoLabelingResponse response = parseAutoLabelingResponse(element);
+            AutoLabelingResponse response = parseAutoLabelingResponse(element.getAsJsonObject());
             autoLabelingResponseList.add(response);
         }
         return autoLabelingResponseList;
     }
 
     /**
-     * jsonElement -> AutoLabelingResponse
+     * jsonObject -> AutoLabelingResponse
      */
-    private AutoLabelingResponse parseAutoLabelingResponse(JsonElement element) {
-        JsonObject jsonObject = element.getAsJsonObject();
+    public AutoLabelingResponse parseAutoLabelingResponse(JsonObject jsonObject) {
         Long imageId = jsonObject.get("image_id").getAsLong();
         String imageUrl = jsonObject.get("image_url").getAsString();
         JsonObject data = jsonObject.get("data").getAsJsonObject();
diff --git a/backend/src/main/java/com/worlabel/domain/participant/repository/ParticipantRepository.java b/backend/src/main/java/com/worlabel/domain/participant/repository/ParticipantRepository.java
index ddfc9a9..028d688 100644
--- a/backend/src/main/java/com/worlabel/domain/participant/repository/ParticipantRepository.java
+++ b/backend/src/main/java/com/worlabel/domain/participant/repository/ParticipantRepository.java
@@ -26,6 +26,8 @@ public interface ParticipantRepository extends JpaRepository<Participant, Intege
             @Param("projectId") Integer projectId);
 
     Optional<Participant> findByMemberIdAndProjectId(Integer memberId, Integer projectId);
+
+
 }
 
 
diff --git a/backend/src/main/java/com/worlabel/domain/progress/ProgressController.java b/backend/src/main/java/com/worlabel/domain/progress/ProgressController.java
new file mode 100644
index 0000000..e011102
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/domain/progress/ProgressController.java
@@ -0,0 +1,42 @@
+package com.worlabel.domain.progress;
+
+import com.google.gson.Gson;
+import com.google.gson.JsonObject;
+import com.worlabel.domain.label.entity.dto.AutoLabelingResponse;
+import com.worlabel.domain.label.service.LabelService;
+import com.worlabel.global.service.S3UploadService;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.messaging.handler.annotation.MessageMapping;
+import org.springframework.messaging.handler.annotation.SendTo;
+import org.springframework.stereotype.Controller;
+
+@Slf4j
+@Controller
+@RequiredArgsConstructor
+public class ProgressController {
+
+    private final LabelService labelService;
+    private final S3UploadService s3UploadService;
+    private final Gson gson;
+
+    @MessageMapping("/ai/train/progress")
+    @SendTo("/topic/progress")
+    public String handleTrainingProgress(String message) {
+        // FastAPI에서 전송한 학습 진행 상황 메시지를 처리하고 클라이언트로 전달
+        log.debug("Received message: {}", message);
+        return message;
+    }
+
+    @MessageMapping("/ai/predict/progress")
+    @SendTo("/topic/progress")
+    public String handlePredictProgress(String message) {
+        JsonObject jsonObject = gson.fromJson(message, JsonObject.class);
+
+        int progress = jsonObject.get("progress").getAsInt();
+        AutoLabelingResponse autoLabelingResponse = labelService.parseAutoLabelingResponse(jsonObject.getAsJsonObject("result"));
+        labelService.saveLabel(autoLabelingResponse);
+        log.debug("오토 레이블링 진행률 : {}%",progress);
+        return String.valueOf(progress);
+    }
+}
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 da3701b..5affa25 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
@@ -16,10 +16,12 @@ import io.swagger.v3.oas.annotations.Parameter;
 import io.swagger.v3.oas.annotations.tags.Tag;
 import jakarta.validation.Valid;
 import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.web.bind.annotation.*;
 
 import java.util.List;
 
+@Slf4j
 @Tag(name = "프로젝트 관련 API")
 @RestController
 @RequestMapping("/api")
@@ -74,6 +76,17 @@ public class ProjectController {
         return SuccessResponse.of(project);
     }
 
+    @Operation(summary = "프로젝트 모델 학습", description = "프로젝트 모델을 학습시킵니다..")
+    @SwaggerApiSuccess(description = "프로젝트 모델이 성공적으로 학습됩니다.")
+    @SwaggerApiError({ErrorCode.EMPTY_REQUEST_PARAMETER, ErrorCode.SERVER_ERROR})
+    @PostMapping("/projects/{project_id}/train")
+    public BaseResponse<Void> trainModel(
+            @CurrentUser final Integer memberId,
+            @PathVariable("project_id") final Integer projectId) {
+        projectService.train(memberId, projectId);
+        return SuccessResponse.empty();
+    }
+
     @Operation(summary = "프로젝트 삭제", description = "프로젝트를 삭제합니다.")
     @SwaggerApiSuccess(description = "프로젝트를 성공적으로 삭제합니다.")
     @SwaggerApiError({ErrorCode.PROJECT_NOT_FOUND, ErrorCode.PARTICIPANT_UNAUTHORIZED, ErrorCode.SERVER_ERROR})
@@ -120,4 +133,6 @@ public class ProjectController {
         return SuccessResponse.empty();
     }
 
+
+    
 }
diff --git a/backend/src/main/java/com/worlabel/domain/project/dto/RequestDto.java b/backend/src/main/java/com/worlabel/domain/project/dto/RequestDto.java
new file mode 100644
index 0000000..92fe3b5
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/domain/project/dto/RequestDto.java
@@ -0,0 +1,29 @@
+package com.worlabel.domain.project.dto;
+
+import com.fasterxml.jackson.annotation.JsonProperty;
+import lombok.Data;
+
+import java.util.List;
+
+public class RequestDto {
+
+    @Data
+    public class TrainDataInfo {
+        private String imageUrl;
+    }
+
+    @Data
+    public static class TrainRequest {
+        @JsonProperty("project_id")
+        private int projectId;
+
+        @JsonProperty("data")
+        private List<TrainDataInfo> data;
+//        private int seed; // Optional
+//        private float ratio; // Default = 0.8
+//        private int epochs; // Default = 50
+//        private float batch; // Default = -1
+
+        // Getters and Setters
+    }
+}
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 3efbaa2..3cb564e 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
@@ -8,6 +8,7 @@ import com.worlabel.domain.participant.entity.WorkspaceParticipant;
 import com.worlabel.domain.participant.entity.dto.ParticipantRequest;
 import com.worlabel.domain.participant.repository.ParticipantRepository;
 import com.worlabel.domain.participant.repository.WorkspaceParticipantRepository;
+import com.worlabel.domain.project.dto.RequestDto.TrainRequest;
 import com.worlabel.domain.project.entity.Project;
 import com.worlabel.domain.project.entity.dto.ProjectRequest;
 import com.worlabel.domain.project.entity.dto.ProjectResponse;
@@ -19,8 +20,10 @@ import com.worlabel.global.exception.ErrorCode;
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.beans.factory.annotation.Value;
+import org.springframework.http.ResponseEntity;
 import org.springframework.stereotype.Service;
 import org.springframework.transaction.annotation.Transactional;
+import org.springframework.web.client.RestTemplate;
 
 import java.util.List;
 import java.util.Objects;
@@ -36,7 +39,13 @@ public class ProjectService {
     private final ParticipantRepository participantRepository;
     private final MemberRepository memberRepository;
     private final WorkspaceParticipantRepository workspaceParticipantRepository;
+    private final RestTemplate restTemplate;
 
+    /**
+     * AI SERVER 주소
+     */
+    @Value("${ai.server}")
+    private String aiServer;
 
     public ProjectResponse createProject(final Integer memberId, final Integer workspaceId, final ProjectRequest projectRequest) {
         Workspace workspace = getWorkspace(memberId, workspaceId);
@@ -114,6 +123,33 @@ public class ProjectService {
         participantRepository.delete(participant);
     }
 
+    public void train(final Integer memberId, final Integer projectId) {
+        // 멤버 권한 체크
+        checkEditorParticipant(memberId, projectId);
+
+        // TODO: 레디스 train 테이블에 존재하는지 확인 -> 이미 있으면 있다고 예외를 던져준다.
+        /*
+            없으면 redis 상태 테이블을 만든다. progressTable
+         */
+
+        // FastAPI 서버로 학습 요청을 전송
+        String url = aiServer + "/detection/train";
+
+        TrainRequest trainRequest = new TrainRequest();
+        trainRequest.setProjectId(projectId);
+        trainRequest.setData(List.of());
+
+        // FastAPI 서버로 POST 요청 전송
+        try {
+            ResponseEntity<String> result = restTemplate.postForEntity(url, trainRequest, String.class);
+            log.debug("응답 결과 {} ",result);
+            log.debug("FastAPI 서버에 학습 요청을 성공적으로 전송했습니다. Project ID: {}", projectId);
+        } catch (Exception e) {
+            log.error("FastAPI 서버에 학습 요청을 전송하는 중 오류가 발생했습니다 {}",e.getMessage());
+            throw new CustomException(ErrorCode.AI_SERVER_ERROR);
+        }
+    }
+
     private Workspace getWorkspace(final Integer memberId, final Integer workspaceId) {
         return workspaceRepository.findByMemberIdAndId(memberId, workspaceId)
                 .orElseThrow(() -> new CustomException(ErrorCode.WORKSPACE_NOT_FOUND));
@@ -129,6 +165,12 @@ public class ProjectService {
                 .orElseThrow(() -> new CustomException(ErrorCode.PROJECT_NOT_FOUND));
     }
 
+    private void checkEditorParticipant(final Integer memberId, final Integer projectId) {
+        if(participantRepository.doesParticipantUnauthorizedExistByMemberIdAndProjectId(memberId,projectId)){
+            throw new CustomException(ErrorCode.PARTICIPANT_UNAUTHORIZED);
+        }
+    }
+
     private void checkExistParticipant(final Integer memberId, final Integer projectId) {
         if (!participantRepository.existsByMemberIdAndProjectId(memberId, projectId)) {
             throw new CustomException(ErrorCode.PARTICIPANT_UNAUTHORIZED);
@@ -152,5 +194,6 @@ public class ProjectService {
             throw new CustomException(ErrorCode.PARTICIPANT_BAD_REQUEST);
         }
     }
+
 }
 
diff --git a/backend/src/main/java/com/worlabel/global/config/AsyncConfig.java b/backend/src/main/java/com/worlabel/global/config/AsyncConfig.java
new file mode 100644
index 0000000..422172f
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/global/config/AsyncConfig.java
@@ -0,0 +1,10 @@
+package com.worlabel.global.config;
+
+import org.springframework.context.annotation.Configuration;
+import org.springframework.scheduling.annotation.EnableAsync;
+
+@EnableAsync
+@Configuration
+public class AsyncConfig {
+
+}
diff --git a/backend/src/main/java/com/worlabel/global/config/CustomWebSocketConfig1.java b/backend/src/main/java/com/worlabel/global/config/CustomWebSocketConfig1.java
new file mode 100644
index 0000000..456d455
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/global/config/CustomWebSocketConfig1.java
@@ -0,0 +1,4 @@
+package com.worlabel.global.config;
+
+public class CustomWebSocketConfig1 {
+}
diff --git a/backend/src/main/java/com/worlabel/global/config/SecurityConfig.java b/backend/src/main/java/com/worlabel/global/config/SecurityConfig.java
index 9c37c6d..4ec098c 100644
--- a/backend/src/main/java/com/worlabel/global/config/SecurityConfig.java
+++ b/backend/src/main/java/com/worlabel/global/config/SecurityConfig.java
@@ -48,7 +48,7 @@ public class SecurityConfig {
                 .formLogin((auth) -> auth.disable());
 
         // 세션 설정 비활성화
-        http.sessionManagement((session)->session
+        http.sessionManagement((session) -> session
                 .sessionCreationPolicy(SessionCreationPolicy.STATELESS));
 
         // CORS 설정
@@ -57,16 +57,16 @@ public class SecurityConfig {
 
         http
                 .exceptionHandling(configurer -> configurer
-                                .authenticationEntryPoint(authenticationEntryPoint)
-                                .accessDeniedHandler(authenticationDeniedHandler)
-                        );
+                        .authenticationEntryPoint(authenticationEntryPoint)
+                        .accessDeniedHandler(authenticationDeniedHandler)
+                );
 
         // 경로별 인가 작업
         http
-                .authorizeHttpRequests(auth->auth
-                                .requestMatchers("/swagger", "/swagger-ui.html", "/swagger-ui/**", "/api-docs", "/api-docs/**", "/v3/api-docs/**").permitAll()
-                        .requestMatchers("/api/auth/reissue").permitAll()
-                        .anyRequest().authenticated()
+                .authorizeHttpRequests(auth -> auth
+                                .requestMatchers("/swagger", "/swagger-ui.html", "/swagger-ui/**", "/api-docs", "/api-docs/**", "/v3/api-docs/**", "/ws/**").permitAll()
+                                .requestMatchers("/api/auth/reissue").permitAll()
+                                .anyRequest().authenticated()
 //                        .anyRequest().permitAll()
                 );
 
@@ -74,15 +74,12 @@ public class SecurityConfig {
         http
                 .oauth2Login(oauth2 -> oauth2
                         .authorizationEndpoint(authorization -> authorization.baseUri("/api/login/oauth2/authorization"))
-                        .redirectionEndpoint(redirection  -> redirection.baseUri("/api/login/oauth2/code/*"))
+                        .redirectionEndpoint(redirection -> redirection.baseUri("/api/login/oauth2/code/*"))
                         .userInfoEndpoint(userInfo -> userInfo.userService(customOAuth2UserService))
                         .successHandler(oAuth2SuccessHandler)
                 );
 
 
-
-    
-
         // JWT 필터 추가
         http
                 .addFilterBefore(jwtAuthenticationFilter, UsernamePasswordAuthenticationFilter.class);
@@ -93,8 +90,8 @@ public class SecurityConfig {
     public CorsConfigurationSource corsConfigurationSource() {
         CorsConfiguration configuration = new CorsConfiguration();
         configuration.setAllowCredentials(true);
-        configuration.setAllowedOrigins(List.of(frontend));  // 프론트엔드 URL 사용
-        configuration.setAllowedMethods(List.of("GET","POST","PUT","PATCH","DELETE","OPTIONS"));
+        configuration.setAllowedOrigins(List.of(frontend, "http://localhost:5173"));  // 프론트엔드 URL 사용
+        configuration.setAllowedMethods(List.of("GET", "POST", "PUT", "PATCH", "DELETE", "OPTIONS"));
         configuration.setAllowedHeaders(List.of("*"));
         configuration.setMaxAge(3600L);
 
diff --git a/backend/src/main/java/com/worlabel/global/config/WebSocketConfig.java b/backend/src/main/java/com/worlabel/global/config/WebSocketConfig.java
new file mode 100644
index 0000000..2ec8464
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/global/config/WebSocketConfig.java
@@ -0,0 +1,26 @@
+package com.worlabel.global.config;
+
+import org.springframework.context.annotation.Configuration;
+import org.springframework.messaging.simp.config.MessageBrokerRegistry;
+import org.springframework.web.socket.config.annotation.EnableWebSocketMessageBroker;
+import org.springframework.web.socket.config.annotation.StompEndpointRegistry;
+import org.springframework.web.socket.config.annotation.WebSocketMessageBrokerConfigurer;
+
+@Configuration
+@EnableWebSocketMessageBroker
+public class WebSocketConfig implements WebSocketMessageBrokerConfigurer {
+
+    @Override
+    public void configureMessageBroker(MessageBrokerRegistry config) {
+        // 메시지 브로커 설정: 클라이언트가 구독할 수 있는 경로 지정
+        config.enableSimpleBroker("/topic");
+        // 클라이언트가 메시지를 보낼 때 사용하는 경로의 접두사
+        config.setApplicationDestinationPrefixes("/app");
+    }
+
+    @Override
+    public void registerStompEndpoints(StompEndpointRegistry registry) {
+        registry.addEndpoint("/ws")
+                .setAllowedOrigins("*");
+    }
+}
diff --git a/backend/src/main/java/com/worlabel/global/filter/JwtAuthenticationFilter.java b/backend/src/main/java/com/worlabel/global/filter/JwtAuthenticationFilter.java
index eb582e9..d5c3d22 100644
--- a/backend/src/main/java/com/worlabel/global/filter/JwtAuthenticationFilter.java
+++ b/backend/src/main/java/com/worlabel/global/filter/JwtAuthenticationFilter.java
@@ -30,6 +30,7 @@ public class JwtAuthenticationFilter extends OncePerRequestFilter {
 
     @Override
     protected void doFilterInternal(HttpServletRequest request, HttpServletResponse response, FilterChain filterChain) throws ServletException, IOException {
+        log.debug(request.getRequestURI());
         String token = resolveToken(request);
         log.debug("token {}", token);
         try {
diff --git a/backend/src/main/java/com/worlabel/global/handler/CustomWebSocketHandler.java b/backend/src/main/java/com/worlabel/global/handler/CustomWebSocketHandler.java
new file mode 100644
index 0000000..b970c8e
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/global/handler/CustomWebSocketHandler.java
@@ -0,0 +1,20 @@
+package com.worlabel.global.handler;
+
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Component;
+import org.springframework.web.socket.TextMessage;
+import org.springframework.web.socket.WebSocketSession;
+import org.springframework.web.socket.handler.TextWebSocketHandler;
+
+@Slf4j
+@Component
+public class CustomWebSocketHandler extends TextWebSocketHandler {
+
+    @Override
+    protected void handleTextMessage(WebSocketSession session, TextMessage message) throws Exception {
+        // FastAPI에서 받은 메세지
+        log.debug("FastAPI로 부터 받은 메세지 : {}", message.getPayload());
+
+        // 클라이언트로 보내기
+    }
+}
diff --git a/backend/src/main/java/com/worlabel/global/service/AIWebSocketClient.java b/backend/src/main/java/com/worlabel/global/service/AIWebSocketClient.java
new file mode 100644
index 0000000..adff64a
--- /dev/null
+++ b/backend/src/main/java/com/worlabel/global/service/AIWebSocketClient.java
@@ -0,0 +1,74 @@
+package com.worlabel.global.service;
+
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Component;
+import org.springframework.web.socket.TextMessage;
+import org.springframework.web.socket.WebSocketHttpHeaders;
+import org.springframework.web.socket.WebSocketSession;
+import org.springframework.web.socket.client.standard.StandardWebSocketClient;
+import org.springframework.web.socket.handler.TextWebSocketHandler;
+
+import java.net.URI;
+
+@Slf4j
+@Component
+@RequiredArgsConstructor
+public class AIWebSocketClient {
+
+    private WebSocketSession session;
+
+    // WebSocket 연결 설정
+    public void connect(String url) {
+        try {
+            StandardWebSocketClient client = new StandardWebSocketClient();
+            WebSocketHttpHeaders headers = new WebSocketHttpHeaders();
+            client.doHandshake(new WebSocketHandler(), headers, URI.create(url)).get();
+            log.info("Connected to WebSocket at {}", url);
+        } catch (Exception e) {
+            log.error("Failed to connect to WebSocket: {}", e.getMessage());
+        }
+    }
+
+    // WebSocket 메시지 전송
+    public void sendMessage(String message) {
+        try {
+            if (session != null && session.isOpen()) {
+                session.sendMessage(new TextMessage(message));
+                log.info("Sent message: {}", message);
+            } else {
+                log.warn("WebSocket session is not open. Unable to send message.");
+            }
+        } catch (Exception e) {
+            log.error("Failed to send message: {}", e.getMessage());
+        }
+    }
+
+
+    // WebSocket 연결 종료
+    public void close() {
+        try {
+            if (session != null && session.isOpen()) {
+                session.close();
+                log.info("WebSocket connection closed.");
+            }
+        } catch (Exception e) {
+            log.error("Failed to close WebSocket session: {}", e.getMessage());
+        }
+    }
+
+    // WebSocket 핸들러 정의
+    private class WebSocketHandler extends TextWebSocketHandler {
+        @Override
+        public void afterConnectionEstablished(WebSocketSession session) throws Exception {
+            AIWebSocketClient.this.session = session;
+            log.info("WebSocket connection established.");
+        }
+
+        @Override
+        protected void handleTextMessage(WebSocketSession session, TextMessage message) throws Exception {
+            log.info("Received message: {}", message.getPayload());
+            // 여기서 메시지를 처리하는 로직을 추가할 수 있습니다.
+        }
+    }
+}
diff --git a/backend/src/main/java/com/worlabel/global/service/S3UploadService.java b/backend/src/main/java/com/worlabel/global/service/S3UploadService.java
index 2f5fa8f..07c6469 100644
--- a/backend/src/main/java/com/worlabel/global/service/S3UploadService.java
+++ b/backend/src/main/java/com/worlabel/global/service/S3UploadService.java
@@ -50,8 +50,7 @@ public class S3UploadService {
 //        String targetUrl = projectId + "/" + title + ".json"; // S3에 업로드할 대상 URL
         String targetUrl = removeExtension(getKeyFromImageAddress(imageUrl)) + ".json";
 
-        log.debug("주소 {}", targetUrl);
-
+//        log.debug("주소 {}", targetUrl);
         try {
             byte[] jsonBytes = json.getBytes(StandardCharsets.UTF_8);
             ObjectMetadata metadata = new ObjectMetadata();
@@ -65,7 +64,7 @@ public class S3UploadService {
             }
 
             URL uploadedUrl = amazonS3.getUrl(bucket, targetUrl);
-            log.debug("Uploaded JSON URL: {}", uploadedUrl);
+//            log.debug("Uploaded JSON URL: {}", uploadedUrl);
             return uploadedUrl.toString(); // 업로드된 파일의 URL 반환
         } catch (Exception e) {
             log.error("JSON 업로드 중 오류 발생: ", e);