diff --git a/docs/en/03-benchmark/benchmark.md b/docs/en/03-benchmark/benchmark.md
index b45eaff39..1d0b61782 100644
--- a/docs/en/03-benchmark/benchmark.md
+++ b/docs/en/03-benchmark/benchmark.md
@@ -625,6 +625,28 @@ Users can directly test the performance through [how_to_evaluate_a_model.md](../
| - |
- |
- |
+
+ | EfficientFormer |
+ top-1 |
+ 80.46 |
+ 80.45 |
+ 80.46 |
+ 80.46 |
+ - |
+ - |
+ - |
+ - |
+
+
+ | top-5 |
+ 94.99 |
+ 94.98 |
+ 94.99 |
+ 94.99 |
+ - |
+ - |
+ - |
+ - |
diff --git a/docs/en/04-supported-codebases/mmpretrain.md b/docs/en/04-supported-codebases/mmpretrain.md
index fecae8d0d..feb568bfa 100644
--- a/docs/en/04-supported-codebases/mmpretrain.md
+++ b/docs/en/04-supported-codebases/mmpretrain.md
@@ -185,3 +185,4 @@ Besides python API, mmdeploy SDK also provides other FFI (Foreign Function Inter
| [MobileOne](https://github.com/open-mmlab/mmpretrain/tree/main/configs/mobileone) | Y | Y | N | N | ? | N |
| [EfficientNet](https://github.com/open-mmlab/mmpretrain/tree/main/configs/efficientnet) | Y | Y | N | N | ? | N |
| [Conformer](https://github.com/open-mmlab/mmpretrain/tree/main/configs/conformer) | Y | Y | N | N | ? | N |
+| [EfficientFormer](https://github.com/open-mmlab/mmpretrain/tree/main/configs/efficientformer) | Y | Y | Y | N | ? | Y |
diff --git a/docs/zh_cn/03-benchmark/benchmark.md b/docs/zh_cn/03-benchmark/benchmark.md
index c9e7589a6..1f0f5429d 100644
--- a/docs/zh_cn/03-benchmark/benchmark.md
+++ b/docs/zh_cn/03-benchmark/benchmark.md
@@ -608,6 +608,7 @@ GPU: ncnn, TensorRT, PPLNN
81.18 |
- |
- |
+ - |
| top-5 |
@@ -618,6 +619,30 @@ GPU: ncnn, TensorRT, PPLNN
95.61 |
- |
- |
+ - |
+
+ | EfficientFormer |
+ top-1 |
+ 80.46 |
+ 80.45 |
+ 80.46 |
+ 80.46 |
+ - |
+ - |
+ - |
+ - |
+
+
+ | top-5 |
+ 94.99 |
+ 94.98 |
+ 94.99 |
+ 94.99 |
+ - |
+ - |
+ - |
+ - |
+
diff --git a/docs/zh_cn/04-supported-codebases/mmpretrain.md b/docs/zh_cn/04-supported-codebases/mmpretrain.md
index d759713ce..5bd8d6487 100644
--- a/docs/zh_cn/04-supported-codebases/mmpretrain.md
+++ b/docs/zh_cn/04-supported-codebases/mmpretrain.md
@@ -190,3 +190,4 @@ for label_id, score in result:
| [MobileOne](https://github.com/open-mmlab/mmpretrain/tree/main/configs/mobileone) | Y | Y | N | N | ? | N |
| [EfficientNet](https://github.com/open-mmlab/mmpretrain/tree/main/configs/efficientnet) | Y | Y | N | N | ? | N |
| [Conformer](https://github.com/open-mmlab/mmpretrain/tree/main/configs/conformer) | Y | Y | N | N | ? | N |
+| [EfficientFormer](https://github.com/open-mmlab/mmpretrain/tree/main/configs/efficientformer) | Y | Y | Y | N | ? | Y |
diff --git a/mmdeploy/codebase/mmpretrain/deploy/classification.py b/mmdeploy/codebase/mmpretrain/deploy/classification.py
index 50849583f..fb36e0cd3 100644
--- a/mmdeploy/codebase/mmpretrain/deploy/classification.py
+++ b/mmdeploy/codebase/mmpretrain/deploy/classification.py
@@ -332,6 +332,9 @@ class Classification(BaseTask):
dict: Composed of the postprocess information.
"""
postprocess = self.model_cfg.model.head
+ if postprocess['type'] == 'EfficientFormerClsHead':
+ postprocess['type'] = 'LinearClsHead'
+
if 'topk' not in postprocess:
topk = (1, )
logger = get_root_logger()
diff --git a/tests/regression/mmpretrain.yml b/tests/regression/mmpretrain.yml
index c479ae4a0..c11f4fb67 100644
--- a/tests/regression/mmpretrain.yml
+++ b/tests/regression/mmpretrain.yml
@@ -237,3 +237,13 @@ models:
pipelines:
- *pipeline_ort_dynamic_fp32
- *pipeline_trt_dynamic_fp32
+
+ - name: EfficientFormer
+ metafile: configs/efficientformer/metafile.yml
+ model_configs:
+ - configs/efficientformer/efficientformer-l1_8xb128_in1k.py
+ pipelines:
+ - *pipeline_ts_fp32
+ - *pipeline_ort_dynamic_fp32
+ - *pipeline_trt_dynamic_fp32
+ - *pipeline_openvino_dynamic_fp32