diff --git a/.github/workflows/pr_check.yml b/.github/workflows/pr_check.yml
index 2ef9fd1607..9736e368cc 100644
--- a/.github/workflows/pr_check.yml
+++ b/.github/workflows/pr_check.yml
@@ -49,7 +49,7 @@ jobs:
           python -m pip install tox
       - name: Unit testing
         run: |
-          tox -e tests-py${{ matrix.tox-env-py }}-${{ matrix.tox-env-os }} -- tests/unit --cov
+          tox -e tests-py${{ matrix.tox-env-py }}-${{ matrix.tox-env-os }} --develop -- tests/unit --cov --cov-report=xml
       - name: Integration testing
         run: |
           tox -e tests-py${{ matrix.tox-env-py }}-${{ matrix.tox-env-os }} -- tests/integration
diff --git a/CHANGELOG.md b/CHANGELOG.md
index c0f6439cdd..5ce5b4ead7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,35 +7,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## \[Unreleased\]
 
-## 18/07/2023 - Release 1.4.0rc3
-
-### Enhancements
-- Support list query for explorer
-  (<https://github.com/openvinotoolkit/datumaro/pull/1087>)
-- update contributing.md
-  (<https://github.com/openvinotoolkit/datumaro/pull/1094>)
-- Update 3rd-party.txt for release 1.4.0
-  (<https://github.com/openvinotoolkit/datumaro/pull/1099>)
-
-## 11/07/2023 - Release 1.4.0rc2
+## 21/07/2023 - Release 1.4.0
 ### New features
 - Add documentation and notebook example for Prune API
   (<https://github.com/openvinotoolkit/datumaro/pull/1070>)
-
-### Enhancements
-- Give notice that the deprecation works will be done in datumaro==1.5.0
-  (<https://github.com/openvinotoolkit/datumaro/pull/1085>)
-- Unify COCO, Datumaro, VOC, YOLO importer/exporter progress reporter descriptions
-  (<https://github.com/openvinotoolkit/datumaro/pull/1100>)
-
-### Bug fixes
-- Create cache dir under only writable filesystem
-  (<https://github.com/openvinotoolkit/datumaro/pull/1088>)
-- Fix: Dataset infos() can be broken if a transform not redefining infos() is stacked on the top
-  (<https://github.com/openvinotoolkit/datumaro/pull/1101>)
-
-## 07/07/2023 - Release 1.4.0rc1
-### New features
 - Changed supported Python version range (>=3.8, <=3.11)
   (<https://github.com/openvinotoolkit/datumaro/pull/1083>)
 - Migrate OpenVINO v2023.0.0
@@ -58,6 +33,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   (<https://github.com/openvinotoolkit/datumaro/pull/1078>)
 
 ### Enhancements
+- Support list query for explorer
+  (<https://github.com/openvinotoolkit/datumaro/pull/1087>)
+- update contributing.md
+  (<https://github.com/openvinotoolkit/datumaro/pull/1094>)
+- Update 3rd-party.txt for release 1.4.0
+  (<https://github.com/openvinotoolkit/datumaro/pull/1099>)
+- Give notice that the deprecation works will be done in datumaro==1.5.0
+  (<https://github.com/openvinotoolkit/datumaro/pull/1085>)
+- Unify COCO, Datumaro, VOC, YOLO importer/exporter progress reporter descriptions
+  (<https://github.com/openvinotoolkit/datumaro/pull/1100>)
 - Enhance import performance for built-in plugins
   (<https://github.com/openvinotoolkit/datumaro/pull/1031>)
 - Change default dtype of load_image() to np.uint8
@@ -76,6 +61,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   (<https://github.com/openvinotoolkit/datumaro/pull/1073>)
 
 ### Bug fixes
+- Create cache dir under only writable filesystem
+  (<https://github.com/openvinotoolkit/datumaro/pull/1088>)
+- Fix: Dataset infos() can be broken if a transform not redefining infos() is stacked on the top
+  (<https://github.com/openvinotoolkit/datumaro/pull/1101>)
 - Fix warnings in test_visualizer.py
   (<https://github.com/openvinotoolkit/datumaro/pull/1039>)
 - Fix LabelMe data format
diff --git a/docs/source/docs/release_notes.rst b/docs/source/docs/release_notes.rst
index a74859344d..53f9711fdc 100644
--- a/docs/source/docs/release_notes.rst
+++ b/docs/source/docs/release_notes.rst
@@ -4,6 +4,48 @@ Release Notes
 .. toctree::
    :maxdepth: 1
 
+v1.4.0 (2023.07)
+----------------
+
+New features
+^^^^^^^^^^^^
+- Add documentation and notebook example for Prune API
+- Changed supported Python version range (>=3.8, <=3.11)
+- Migrate OpenVINO v2023.0.0
+- Add Roboflow data format support (COCO JSON, Pascal VOC XML, YOLOv5-PyTorch, YOLOv7-PyTorch, YOLOv8, YOLOv5 Oriented Bounding Boxes, Multiclass CSV, TFRecord, CreateML JSON)
+- Add MissingAnnotationDetection transform
+- Add OVMSLauncher
+- Add Prune API
+- Add TritonLauncher
+- Migrate DVC v3.0.0
+- Stream dataset import/export
+- Support mask annotations for CVAT data format
+
+Enhancements
+^^^^^^^^^^^^
+- Support list query for explorer
+- update contributing.md
+- Update 3rd-party.txt for release 1.4.0
+- Give notice that the deprecation works will be done in datumaro==1.5.0
+- Unify COCO, Datumaro, VOC, YOLO importer/exporter progress reporter descriptions
+- Enhance import performance for built-in plugins
+- Change default dtype of load_image() to np.uint8
+- Add OTX ATSS detector model interpreter & refactor interfaces
+- Refactor Launcher and ModelInterpreter
+- Add CVAT data format document
+- Reduce peak memory usage when importing COCO and Datumaro formats
+- Enhance the error message for datum stats to be more user friendly
+- Refactor dataset.py to seperate DatasetStorage
+
+Bug fixes
+^^^^^^^^^
+- Create cache dir under only writable filesystem
+- Fix: Dataset infos() can be broken if a transform not redefining infos() is stacked on the top
+- Fix warnings in test_visualizer.py
+- Fix LabelMe data format
+- Prevent installing protobuf>=4
+- Fix UnionMerge
+
 v1.3.2 (2023.06)
 ----------------
 
diff --git a/src/datumaro/version.py b/src/datumaro/version.py
index 46443b6286..d7c03da389 100644
--- a/src/datumaro/version.py
+++ b/src/datumaro/version.py
@@ -1 +1 @@
-__version__ = "1.4.0rc3"
+__version__ = "1.4.0rc4"