diff --git a/docs/benchmark.md b/docs/benchmark.md
index 014c9ea83b37c5cfd67652c21d85277cc562316a..aaae2fa3ef4844ea0c8f5ab9fd1d02f2d84e627c 100644
--- a/docs/benchmark.md
+++ b/docs/benchmark.md
@@ -7,11 +7,14 @@ We compare our results with some other popular frameworks in terms of speed and
 | Model      | Dataset     | Setting  | Framework     | Iter time | Memory | log |
 | ---------- | ----------- | -------- | ------------- | --------- | ------ | ---------- |
 | TSN        | Kinetics400 | tsn_r50_1x1x3_100e_kinetics400_rgb | mmaction-lite |0.2966(0.0030)|8339|            |
+|            | Kinetics400 | tsn_r50_1x1x3_100e_kinetics400_rgb(video) | mmaction-lite |0.4165(0.0098)|8339|            |
 |            | Kinetics400 | tsn_r50_1x1x3_100e_kinetics400_rgb | open-mmaction |0.3659(0.0102)|8245|            |
 | I3D        | Kinetics400 | i3d_r50_32x2x1_100e_kinetics400_rgb| mmaction-lite |0.4528(0.1458)|5169|            |
+|            | Kinetics400 | i3d_r50_32x2x1_100e_kinetics400_rgb(video)| mmaction-lite |0.4795(0.0032)|5169|            |
 |            | Kinetics400 | i3d_r50_fast32x2x1_100e_kinetics400_rgb| mmaction-lite |0.3886(0.3733)|5169|            |
 |            | Kinetics400 | i3d_r50_32x2x1_100e_kinetics400_rgb| open-mmaction |0.5873(0.0867)|5065|            |
 | TSM        | Kinetics400 | tsm_r50_1x1x8_100e_kinetics400_rgb | mmaction-lite |0.3052(0.0095)|7077|            |
+|            | Kinetics400 | tsm_r50_1x1x8_100e_kinetics400_rgb(video) | mmaction-lite |0.3027(0.0089)|7077|            |
 |            | Kinetics400 | tsm_r50_1x1x8_100e_kinetics400_rgb | HAN           |0.3843(0.0143)|9337|            |
 | Slowfast   | Kinetics400 | slowfast_r50_4x16x1_256e_kinetics400_rgb(video) | mmaction-lite |0.80|6203|ready|
 |            | Kinetics400 | slowfast_r50_4x16x1_256e_kinetics400_rgb(video) | PySlowfast    |1.40|6850|ready|
@@ -23,6 +26,7 @@ We compare our results with some other popular frameworks in terms of speed and
 |            | Kinetics400 | slowonly_r50_8x8x1_256e_kinetics400_rgb(video)| PySlowfast    |1.29|6400|ready|
 | R(2+1)D    | Kinetics400 | r2plus1d_r34_8x8x1_180e_kinetics400_rgb(frame) | mmaction-lite |0.48|3998|ready|
 |            | Kinetics400 | r2plus1d_r34_8x8x1_180e_kinetics400_rgb(frame) | mmaction-lite |1.29|12974|ready|
+|            | Kinetics400 | r2plus1d_r34_8x8x1_180e_kinetics400_rgb(video) | mmaction-lite |0.8340(0.0725)|10339|    |
 
 
 ### Localizers