diff --git a/tools/test.py b/tools/test.py
index 6e8850f6..bc0afc7d 100644
--- a/tools/test.py
+++ b/tools/test.py
@@ -18,7 +18,7 @@ from mmselfsup.utils import (get_root_logger, multi_gpu_test,
 
 def parse_args():
     parser = argparse.ArgumentParser(
-        description='MMDet test (and eval) a model')
+        description='MMSelfSup test (and eval) a model')
     parser.add_argument('config', help='test config file path')
     parser.add_argument('checkpoint', help='checkpoint file')
     parser.add_argument(
@@ -86,6 +86,9 @@ def main():
         distributed = True
         init_dist(args.launcher, **cfg.dist_params)
 
+    # create work_dir
+    mmcv.mkdir_or_exist(osp.abspath(cfg.work_dir))
+
     # logger
     timestamp = time.strftime('%Y%m%d_%H%M%S', time.localtime())
     log_file = osp.join(cfg.work_dir, f'test_{timestamp}.log')
@@ -116,8 +119,7 @@ def main():
 
     rank, _ = get_dist_info()
     if rank == 0:
-        for name, val in outputs.items():
-            dataset.evaluate(torch.from_numpy(val), name, logger, topk=(1, 5))
+        dataset.evaluate(outputs, logger, topk=(1, 5))
 
 
 if __name__ == '__main__':