diff --git a/cmake/OpenCVCompilerOptimizations.cmake b/cmake/OpenCVCompilerOptimizations.cmake
index 35425d428e..8a46a97ae0 100644
--- a/cmake/OpenCVCompilerOptimizations.cmake
+++ b/cmake/OpenCVCompilerOptimizations.cmake
@@ -353,7 +353,7 @@ elseif(ARM OR AARCH64)
     ocv_update(CPU_NEON_DOTPROD_IMPLIES "NEON")
     ocv_update(CPU_NEON_FP16_FLAGS_ON "-march=armv8.2-a+fp16")
     ocv_update(CPU_NEON_FP16_IMPLIES "NEON")
-    ocv_update(CPU_NEON_BF16_FLAGS_ON "-march=armv8.2-a+fp16+bf16")
+    ocv_update(CPU_NEON_BF16_FLAGS_ON "-march=armv8.2-a+bf16")
     ocv_update(CPU_NEON_BF16_IMPLIES "NEON")
     set(CPU_BASELINE "NEON;FP16" CACHE STRING "${HELP_CPU_BASELINE}")
     set(CPU_DISPATCH "NEON_FP16;NEON_BF16;NEON_DOTPROD" CACHE STRING "${HELP_CPU_DISPATCH}")
@@ -477,6 +477,23 @@ macro(ocv_check_compiler_optimization OPT)
   endif()
 endmacro()
 
+macro(ocv_cpu_aarch64_baseline_merge_feature_options FEATURE_NAME_LIST FLAG_STRING COMMON_OPTION)
+    unset(_POSTFIX)
+    # Check each feature option
+    foreach(OPT IN LISTS ${FEATURE_NAME_LIST})
+        string(FIND "${${FLAG_STRING}}" "${CPU_${OPT}_FLAGS_ON}" OPT_FOUND)
+        if(NOT ${OPT_FOUND} EQUAL -1)
+            string(REPLACE "${COMMON_OPTION}" "" TRAILING_PART "${CPU_${OPT}_FLAGS_ON}")
+            string(APPEND _POSTFIX "${TRAILING_PART}")
+            string(REPLACE " ${CPU_${OPT}_FLAGS_ON}" "" ${FLAG_STRING} ${${FLAG_STRING}})
+        endif()
+    endforeach()
+    # If more than one option found, merge them
+    if(NOT "x${_POSTFIX}" STREQUAL "x")
+        set(${FLAG_STRING} "${${FLAG_STRING}} ${COMMON_OPTION}${_POSTFIX}")
+    endif()
+endmacro()
+
 foreach(OPT ${CPU_KNOWN_OPTIMIZATIONS})
   set(CPU_${OPT}_USAGE_COUNT 0 CACHE INTERNAL "")
   if("${CPU_${OPT}_FLAGS_ON}" STREQUAL "disabled")
@@ -570,6 +587,13 @@ foreach(OPT ${CPU_KNOWN_OPTIMIZATIONS})
   endif()
 endforeach()
 
+if(AARCH64)
+    # Define the list of NEON options to check
+    set(NEON_OPTIONS_LIST NEON_DOTPROD NEON_FP16 NEON_BF16)
+    set(BASE_ARCHITECTURE "-march=armv8.2-a")
+    ocv_cpu_aarch64_baseline_merge_feature_options(NEON_OPTIONS_LIST CPU_BASELINE_FLAGS ${BASE_ARCHITECTURE})
+endif()
+
 foreach(OPT ${CPU_BASELINE_REQUIRE})
   if(NOT ";${CPU_BASELINE_FINAL};" MATCHES ";${OPT};")
     message(SEND_ERROR "Required baseline optimization is not supported: ${OPT} (CPU_BASELINE_REQUIRE=${CPU_BASELINE_REQUIRE})")