diff --git a/src/main/java/com/kamco/cd/training/dataset/DatasetApiController.java b/src/main/java/com/kamco/cd/training/dataset/DatasetApiController.java
index 5d85d95..02417b2 100644
--- a/src/main/java/com/kamco/cd/training/dataset/DatasetApiController.java
+++ b/src/main/java/com/kamco/cd/training/dataset/DatasetApiController.java
@@ -86,26 +86,6 @@ public class DatasetApiController {
     return ApiResponseDto.ok(datasetService.getDatasetDetail(uuid));
   }
 
-  @Operation(summary = "학습데이터 등록", description = "학습데이터 파일 업로드")
-  @ApiResponses(
-      value = {
-        @ApiResponse(
-            responseCode = "201",
-            description = "등록 성공",
-            content =
-                @Content(
-                    mediaType = "application/json",
-                    schema = @Schema(implementation = Long.class))),
-        @ApiResponse(responseCode = "400", description = "잘못된 요청 데이터", content = @Content),
-        @ApiResponse(responseCode = "500", description = "서버 오류", content = @Content)
-      })
-  @PostMapping("/register")
-  public ApiResponseDto<Long> registerDataset(
-      @RequestBody @Valid DatasetDto.RegisterReq registerReq) {
-    Long id = datasetService.registerDataset(registerReq);
-    return ApiResponseDto.createOK(id);
-  }
-
   @Operation(summary = "학습데이터 수정", description = "학습데이터 제목, 메모 수정")
   @ApiResponses(
       value = {
@@ -157,15 +137,11 @@ public class DatasetApiController {
       })
   @GetMapping("/obj-list")
   public ApiResponseDto<Page<DatasetObjDto.Basic>> searchDatasetObjectList(
-      @Parameter(description = "회차 uuid", example = "35e20bb2-9014-4c9d-abe2-9046db5f930c")
+      @Parameter(description = "회차 uuid", example = "e9a6774b-4f81-4402-b080-51d27fac1f01")
           @RequestParam(required = true)
           UUID uuid,
-      @Parameter(description = "비교년도", example = "2021") @RequestParam(required = false)
-          Integer compareYyyy,
       @Parameter(description = "비교년도분류", example = "container") @RequestParam(required = false)
           String compareClassCd,
-      @Parameter(description = "기준년도", example = "2022") @RequestParam(required = false)
-          Integer targetYyyy,
       @Parameter(description = "기준년도분류", example = "waste") @RequestParam(required = false)
           String targetClassCd,
       @Parameter(description = "도엽번호", example = "36713060") @RequestParam(required = false)
@@ -174,9 +150,7 @@ public class DatasetApiController {
       @RequestParam(defaultValue = "20") int size) {
     DatasetObjDto.SearchReq searchReq = new DatasetObjDto.SearchReq();
     searchReq.setUuid(uuid);
-    searchReq.setCompareYyyy(compareYyyy);
     searchReq.setCompareClassCd(compareClassCd);
-    searchReq.setTargetYyyy(targetYyyy);
     searchReq.setTargetClassCd(targetClassCd);
     searchReq.setMapSheetNum(mapSheetNum);
     searchReq.setPage(page);
@@ -242,7 +216,7 @@ public class DatasetApiController {
     return ApiResponseDto.ok(datasetService.getUsableBytes());
   }
 
-  @Operation(summary = "데이터셋 등록", description = "데이터셋을 등록 합니다.")
+  @Operation(summary = "학습데이터 zip파일 등록", description = "학습데이터 zip파일 등록 합니다.")
   @PostMapping
   public ApiResponseDto<ApiResponseDto.ResponseObj> insertDataset(
       @RequestBody @Valid DatasetDto.AddReq addReq) {
@@ -250,7 +224,7 @@ public class DatasetApiController {
     return ApiResponseDto.ok(datasetService.insertDataset(addReq));
   }
 
-  @Operation(summary = "파일 Path 조회", description = "파일 Path 조회")
+  @Operation(summary = "객체별 파일 Path 조회", description = "파일 Path 조회")
   @GetMapping("/files")
   public ResponseEntity<Resource> getFile(@RequestParam UUID uuid, @RequestParam String pathType)
       throws Exception {
diff --git a/src/main/java/com/kamco/cd/training/dataset/dto/DatasetObjDto.java b/src/main/java/com/kamco/cd/training/dataset/dto/DatasetObjDto.java
index d7c33bb..6e0cce0 100644
--- a/src/main/java/com/kamco/cd/training/dataset/dto/DatasetObjDto.java
+++ b/src/main/java/com/kamco/cd/training/dataset/dto/DatasetObjDto.java
@@ -1,6 +1,9 @@
 package com.kamco.cd.training.dataset.dto;
 
+import com.fasterxml.jackson.annotation.JsonIgnore;
+import com.fasterxml.jackson.core.JsonProcessingException;
 import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
 import com.kamco.cd.training.common.enums.DetectionClassification;
 import com.kamco.cd.training.common.utils.interfaces.JsonFormatDttm;
 import io.swagger.v3.oas.annotations.media.Schema;
@@ -40,7 +43,8 @@ public class DatasetObjDto {
     private Long createdUid;
     private Boolean deleted;
     private UUID uuid;
-    private String geoJsonb;
+    @JsonIgnore private String geoJsonb;
+    private JsonNode geoJson;
 
     public Basic(
         Long objId,
@@ -75,6 +79,18 @@ public class DatasetObjDto {
       this.deleted = deleted;
       this.uuid = uuid;
       this.geoJsonb = geoJsonb;
+
+      JsonNode geoJsonNode = null;
+      ObjectMapper mapper = new ObjectMapper();
+      if (geoJsonb != null) {
+        try {
+          geoJsonNode = mapper.readTree(geoJsonb);
+        } catch (JsonProcessingException e) {
+          throw new RuntimeException(e);
+        }
+      }
+
+      this.geoJson = geoJsonNode;
     }
   }
 
@@ -84,18 +100,12 @@ public class DatasetObjDto {
   @NoArgsConstructor
   @AllArgsConstructor
   public static class SearchReq {
-    @Schema(description = "회차 uuid", example = "35e20bb2-9014-4c9d-abe2-9046db5f930c")
+    @Schema(description = "회차 uuid", example = "e9a6774b-4f81-4402-b080-51d27fac1f01")
     private UUID uuid;
 
-    @Schema(description = "비교년도", example = "2021")
-    private Integer compareYyyy;
-
     @Schema(description = "비교년도분류", example = "waste")
     private String compareClassCd;
 
-    @Schema(description = "기준년도", example = "2022")
-    private Integer targetYyyy;
-
     @Schema(description = "기준년도분류", example = "land")
     private String targetClassCd;
 
diff --git a/src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetObjRepositoryImpl.java b/src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetObjRepositoryImpl.java
index 394a990..7ec226a 100644
--- a/src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetObjRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/training/postgres/repository/dataset/DatasetObjRepositoryImpl.java
@@ -102,12 +102,6 @@ public class DatasetObjRepositoryImpl implements DatasetObjRepositoryCustom {
     Pageable pageable = searchReq.toPageable();
     BooleanBuilder builder = new BooleanBuilder();
 
-    if (searchReq.getCompareYyyy() != null) {
-      builder.and(datasetObjEntity.compareYyyy.eq(searchReq.getCompareYyyy()));
-    }
-    if (searchReq.getTargetYyyy() != null) {
-      builder.and(datasetObjEntity.targetYyyy.eq(searchReq.getTargetYyyy()));
-    }
     if (StringUtils.isNotBlank(searchReq.getCompareClassCd())) {
       builder.and(datasetObjEntity.compareClassCd.eq(searchReq.getCompareClassCd()));
     }