diff --git a/docs/changelog.md b/docs/changelog.md
index 3524ad6ae1..fb9278f6d4 100644
--- a/docs/changelog.md
+++ b/docs/changelog.md
@@ -13,29 +13,27 @@
 
 - Add RDN ([#233](https://github.com/open-mmlab/mmediting/pull/233), [#260](https://github.com/open-mmlab/mmediting/pull/260), [#280](https://github.com/open-mmlab/mmediting/pull/280))
 - Add MultipleGT datasets ([#238](https://github.com/open-mmlab/mmediting/pull/238))
-- Add BasicVSR and IconVSR ([#245](https://github.com/open-mmlab/mmediting/pull/245), [#252](https://github.com/open-mmlab/mmediting/pull/252), [#253](https://github.com/open-mmlab/mmediting/pull/253), [#254](https://github.com/open-mmlab/mmediting/pull/254), [#264](https://github.com/open-mmlab/mmediting/pull/264), [#274](https://github.com/open-mmlab/mmediting/pull/274))
-- Add IconVSR([#252](https://github.com/open-mmlab/mmediting/pull/252), [#264](https://github.com/open-mmlab/mmediting/pull/264))
-- Add 'GenerateFrameIndicesForRecurrent' ([#258](https://github.com/open-mmlab/mmediting/pull/258))
+- Add BasicVSR and IconVSR ([#245](https://github.com/open-mmlab/mmediting/pull/245), [#252](https://github.com/open-mmlab/mmediting/pull/252), [#253](https://github.com/open-mmlab/mmediting/pull/253), [#254](https://github.com/open-mmlab/mmediting/pull/254), [#264](https://github.com/open-mmlab/mmediting/pull/264), [#274](https://github.com/open-mmlab/mmediting/pull/274), [#258](https://github.com/open-mmlab/mmediting/pull/258), [#252](https://github.com/open-mmlab/mmediting/pull/252), [#264](https://github.com/open-mmlab/mmediting/pull/264))
 - Add onnx evaluation tool ([#279](https://github.com/open-mmlab/mmediting/pull/279))
 
 **Bug Fixes**
 
-- Fix fix onnx conversion of maxunpool2d ([#243](https://github.com/open-mmlab/mmediting/pull/243))
-- Fix inprinting in `demo.md` ([#248](https://github.com/open-mmlab/mmediting/pull/248))
+- Fix onnx conversion of maxunpool2d ([#243](https://github.com/open-mmlab/mmediting/pull/243))
+- Fix inpainting in `demo.md` ([#248](https://github.com/open-mmlab/mmediting/pull/248))
 - Tiny fix of config file of EDSR ([#251](https://github.com/open-mmlab/mmediting/pull/251))
 - Fix link in README ([#256](https://github.com/open-mmlab/mmediting/pull/256))
-- Tiny fix of `mmedit/apis/test.py` ([#261](https://github.com/open-mmlab/mmediting/pull/261))
-- Tiny Fix of restoration_inference ([#270](https://github.com/open-mmlab/mmediting/pull/270))
-- Fix usage of channel_order in loading.py ([#271](https://github.com/open-mmlab/mmediting/pull/271))
+- Fix restoration_inference key missing bug ([#270](https://github.com/open-mmlab/mmediting/pull/270))
+- Fix the usage of channel_order in `loading.py` ([#271](https://github.com/open-mmlab/mmediting/pull/271))
 - Fix the command of inpainting ([#278](https://github.com/open-mmlab/mmediting/pull/278))
 - Fix `preprocess_vimeo90k_dataset.py` args name ([#281](https://github.com/open-mmlab/mmediting/pull/281))
 
 **Improvements**
 
+- Support `empty_cache` option in `test.py` ([#261](https://github.com/open-mmlab/mmediting/pull/261))
 - Update projects in README ([#249](https://github.com/open-mmlab/mmediting/pull/249), [#276](https://github.com/open-mmlab/mmediting/pull/276))
 - Support Y-channel PSNR and SSIM ([#250](https://github.com/open-mmlab/mmediting/pull/250))
 - Add zh-CN README ([#262](https://github.com/open-mmlab/mmediting/pull/262))
-- Update pytorch2onnx ([#265](https://github.com/open-mmlab/mmediting/pull/265))
+- Update pytorch2onnx doc ([#265](https://github.com/open-mmlab/mmediting/pull/265))
 - Remove extra quotation in English readme ([#268](https://github.com/open-mmlab/mmediting/pull/268))
 - Change tags to comment ([#269](https://github.com/open-mmlab/mmediting/pull/269))
 - List `model zoo` in README ([#284](https://github.com/open-mmlab/mmediting/pull/284), [#285](https://github.com/open-mmlab/mmediting/pull/285), [#286](https://github.com/open-mmlab/mmediting/pull/286))