diff --git a/.github/workflows/OCV-PR-5.x-ARM64.yaml b/.github/workflows/OCV-PR-5.x-ARM64.yaml
index f3d0770..3ffa79b 100644
--- a/.github/workflows/OCV-PR-5.x-ARM64.yaml
+++ b/.github/workflows/OCV-PR-5.x-ARM64.yaml
@@ -132,10 +132,18 @@ jobs:
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
       run: cd $HOME/build && xvfb-run -a bin/opencv_test_core --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
-    - name: Accuracy:dnn
+    - name: Accuracy: AUTO dnn
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
       run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: Classic dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=1 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: New dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=2 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
     - name: Accuracy:features2d
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
diff --git a/.github/workflows/OCV-PR-5.x-U20-Cuda.yaml b/.github/workflows/OCV-PR-5.x-U20-Cuda.yaml
index 80e6805..e644e80 100644
--- a/.github/workflows/OCV-PR-5.x-U20-Cuda.yaml
+++ b/.github/workflows/OCV-PR-5.x-U20-Cuda.yaml
@@ -134,9 +134,15 @@ jobs:
       run: |
         cd $HOME/build
         ninja -j ${{ env.PARALLEL_JOBS }} | tee $HOME/build/build-log.txt
-    - name: Accuracy:dnn
+    - name: Accuracy: AUTO dnn
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
-      run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=${{ env.PARALLEL_JOBS }} --gtest_filter=${{ env.GTEST_FILTER_STRING }} ${{ env.EXTRA_GTEST_OPTIONS }}
-      env:
-        GTEST_FILTER_STRING: '-Test_Model.TextRecognition/0:Test_Model.TextRecognition/1:Test_Model.TextRecognitionWithCTCPrefixBeamSearch/0:Test_Model.TextRecognitionWithCTCPrefixBeamSearch/1:Test_ONNX_layers.Convolution3D/1:Test_ONNX_layers.Convolution3D_bias/1:Test_ONNX_layers.Shape/0:Test_ONNX_layers.Shape/1:Test_ONNX_layers.Power/0:Test_ONNX_layers.Power/1:Test_ONNX_layers.Elementwise_Log/0:Test_ONNX_layers.Elementwise_Log/1:Test_ONNX_layers.Elementwise_not/0:Test_ONNX_layers.Elementwise_not/1:Test_ONNX_layers.Compare_EQ/0:Test_ONNX_layers.Compare_EQ/1:Test_ONNX_layers.Compare_GT/0:Test_ONNX_layers.Compare_GT/1:Test_ONNX_layers.Compare_LT/0:Test_ONNX_layers.Compare_LT/1:Test_ONNX_layers.Compare_GTorEQ/0:Test_ONNX_layers.Compare_GTorEQ/1:Test_ONNX_layers.Compare_LEorEQ/0:Test_ONNX_layers.Compare_LEorEQ/1:Test_ONNX_layers.Eltwise3D/0:Test_ONNX_layers.Eltwise3D/1:Test_ONNX_layers.PoolConv3D/1:Test_ONNX_layers.Div/0:Test_ONNX_layers.Div/1:Test_ONNX_layers.Split/0:Test_ONNX_layers.Split/1:Test_ONNX_layers.SubFromConst/0:Test_ONNX_layers.SubFromConst/1:Test_TensorFlow_layers.Convolution3D/1:Test_TensorFlow_layers.concat_3d/1:Test_ONNX_layers.LSTM_Activations/0:Test_ONNX_nets.LResNet100E_IR/1:Test_ONNX_nets.Emotion_ferplus/0:Test_ONNX_nets.Emotion_ferplus/1:Test_ONNX_nets.Resnet34_kinetics/1'
+      run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: Classic dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=1 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: New dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=2 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
diff --git a/.github/workflows/OCV-PR-5.x-U20-OpenVINO.yaml b/.github/workflows/OCV-PR-5.x-U20-OpenVINO.yaml
index dd78abf..9c9d9fe 100644
--- a/.github/workflows/OCV-PR-5.x-U20-OpenVINO.yaml
+++ b/.github/workflows/OCV-PR-5.x-U20-OpenVINO.yaml
@@ -120,10 +120,18 @@ jobs:
     - name: Warnings check
       timeout-minutes: 60
       run: cd $HOME/build && python3 $HOME/scripts/warnings-handling.py
-    - name: Accuracy:dnn
+    - name: Accuracy: AUTO dnn
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
-      run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=${{ env.PARALLEL_JOBS }} ${{ env.EXTRA_GTEST_OPTIONS }}
+      run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: Classic dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=1 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: New dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=2 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
     - name: Accuracy:gapi
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
diff --git a/.github/workflows/OCV-PR-5.x-U24.yaml b/.github/workflows/OCV-PR-5.x-U24.yaml
index 6fb32a8..de6136b 100644
--- a/.github/workflows/OCV-PR-5.x-U24.yaml
+++ b/.github/workflows/OCV-PR-5.x-U24.yaml
@@ -131,10 +131,18 @@ jobs:
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
       run: cd $HOME/build && xvfb-run -a bin/opencv_test_core --test_threads=${{ env.PARALLEL_JOBS }} ${{ env.EXTRA_GTEST_OPTIONS }}
-    - name: Accuracy:dnn
+    - name: Accuracy: AUTO dnn
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
-      run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=${{ env.PARALLEL_JOBS }} ${{ env.EXTRA_GTEST_OPTIONS }}
+      run: cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: Classic dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=1 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
+    - name: Accuracy: New dnn
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: export OPENCV_FORCE_DNN_ENGINE=2 && cd $HOME/build && xvfb-run -a bin/opencv_test_dnn --test_threads=$PARALLEL_JOBS ${{ env.EXTRA_GTEST_OPTIONS }}
     - name: Accuracy:features2d
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
diff --git a/.github/workflows/OCV-PR-5.x-W10.yaml b/.github/workflows/OCV-PR-5.x-W10.yaml
index 3287e4c..75910f9 100644
--- a/.github/workflows/OCV-PR-5.x-W10.yaml
+++ b/.github/workflows/OCV-PR-5.x-W10.yaml
@@ -124,10 +124,18 @@ jobs:
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
       run: cd ${{ github.workspace }}\build && bin\opencv_test_core.exe --skip_unstable --gtest_filter=${{ env.GTEST_FILTER_STRING }} --test_threads=%PARALLEL_JOBS%
-    - name: Accuracy:dnn
+    - name: Accuracy:dnn AUTO
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}
       run: cd ${{ github.workspace }}\build && bin\opencv_test_dnn.exe --skip_unstable --gtest_filter=${{ env.GTEST_FILTER_STRING }} --test_threads=%PARALLEL_JOBS%
+    - name: Accuracy:dnn Classic
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: set OPENCV_FORCE_DNN_ENGINE=1 && cd ${{ github.workspace }}\build && bin\opencv_test_dnn.exe --skip_unstable --gtest_filter=${{ env.GTEST_FILTER_STRING }} --test_threads=%PARALLEL_JOBS%
+    - name: Accuracy:dnn New
+      timeout-minutes: 60
+      if: ${{ always() && steps.build-opencv.outcome == 'success' }}
+      run: set OPENCV_FORCE_DNN_ENGINE=2 && cd ${{ github.workspace }}\build && bin\opencv_test_dnn.exe --skip_unstable --gtest_filter=${{ env.GTEST_FILTER_STRING }} --test_threads=%PARALLEL_JOBS%
     - name: Accuracy:features2d
       timeout-minutes: 60
       if: ${{ always() && steps.build-opencv.outcome == 'success' }}