diff --git a/README.md b/README.md
index 831ad5f..1266b0e 100644
--- a/README.md
+++ b/README.md
@@ -31,11 +31,11 @@ Recently, lightweight Vision Transformers (ViTs) demonstrate superior performanc
 
 | Model | Top-1 (300 / 450)| #params | MACs | Latency | Ckpt | Core ML | Log |
 |:---------------|:----:|:---:|:--:|:--:|:--:|:--:|:--:|
-| RepViT-M0.9 |   78.7 / 79.1  |     5.1M    |   0.8G   |      0.9ms     |  [M0.9-300e]() / [M0.9-450e]()    |   [M0.9-300e]() / [M0.9-450e]()  | [M0.9-300e](./logs/repvit_m0_9_distill_300e.txt) / [M0.9-450e](./logs/repvit_m0_9_distill_450e.txt) |
-| RepViT-M1.0 |   80.0 / 80.3   |     6.8M    |   1.1G   |      1.0ms     | [M1.0-300e]() / [M1.0-450e]()    |   [M1.0-300e]() / [M1.0-450e]()  | [M1.0-300e](./logs/repvit_m1_0_distill_300e.txt) / [M1.0-450e](./logs/repvit_m1_0_distill_450e.txt) |
-| RepViT-M1.1 |   80.7 / 81.1   |     8.2M    |   1.3G   |      1.1ms     | [M1.1-300e]() / [M1.1-450e]()    |   [M1.1-300e]() / [M1.1-450e]()  | [M1.1-300e](./logs/repvit_m1_1_distill_300e.txt) / [M1.1-450e](./logs/repvit_m1_1_distill_450e.txt) |
-| RepViT-M1.5 |   82.3 / 82.5   |     14.0M    |   2.3G   |      1.5ms     | [M1.5-300e]() / [M1.5-450e]()    |   [M1.5-300e]() / [M1.5-450e]()  | [M1.5-300e](./logs/repvit_m1_5_distill_300e.txt) / [M1.5-450e](./logs/repvit_m1_5_distill_450e.txt) |
-| RepViT-M2.3 |   83.3 / 83.7   |     22.9M    |   4.5G   |      2.3ms     | [M2.3-300e]() / [M2.3-450e]()    |   [M2.3-300e]() / [M2.3-450e]()  | [M2.3-300e](./logs/repvit_m2_3_distill_300e.txt) / [M2.3-450e](./logs/repvit_m2_3_distill_450e.txt) |
+| M0.9 |   78.7 / 79.1  |     5.1M    |   0.8G   |      0.9ms     |  [300e]() / [450e]()    |   [300e]() / [450e]()  | [300e](./logs/repvit_m0_9_distill_300e.txt) / [450e](./logs/repvit_m0_9_distill_450e.txt) |
+| M1.0 |   80.0 / 80.3   |     6.8M    |   1.1G   |      1.0ms     | [300e]() / [450e]()    |   [300e]() / [450e]()  | [300e](./logs/repvit_m1_0_distill_300e.txt) / [450e](./logs/repvit_m1_0_distill_450e.txt) |
+| M1.1 |   80.7 / 81.1   |     8.2M    |   1.3G   |      1.1ms     | [300e]() / [450e]()    |   [300e]() / [450e]()  | [300e](./logs/repvit_m1_1_distill_300e.txt) / [450e](./logs/repvit_m1_1_distill_450e.txt) |
+| M1.5 |   82.3 / 82.5   |     14.0M    |   2.3G   |      1.5ms     | [300e]() / [450e]()    |   [300e]() / [450e]()  | [300e](./logs/repvit_m1_5_distill_300e.txt) / [450e](./logs/repvit_m1_5_distill_450e.txt) |
+| M2.3 |   83.3 / 83.7   |     22.9M    |   4.5G   |      2.3ms     | [300e]() / [450e]()    |   [300e]() / [450e]()  | [300e](./logs/repvit_m2_3_distill_300e.txt) / [450e](./logs/repvit_m2_3_distill_450e.txt) |
 
 
 Tips: Convert a training-time RepViT into the inference-time structure
diff --git a/detection/README.md b/detection/README.md
index df829a5..cb7a420 100644
--- a/detection/README.md
+++ b/detection/README.md
@@ -6,8 +6,8 @@ Detection and instance segmentation on MS COCO 2017 is implemented based on [MMD
 | Model                   | $AP^b$ | $AP_{50}^b$ | $AP_{75}^b$ | $AP^m$ | $AP_{50}^m$ | $AP_{75}^m$ | Latency | Ckpt | Log |
 |:---------------|:----:|:---:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
 | RepViT-M1_1 | 39.8  |  61.9   | 43.5  |    37.2    |  58.8      |  40.1        |     4.9ms    |   [M1_1]()   | [M1_1](./logs/repvit_m1_1_coco.json) |
-| RepViT-M1_5 | 41.6   | 63.2   | 45.3  | 38.6   | 60.5        | 41.5        | 43.6        |     6.4ms    |   [M1_5]()   | [M1_5](./logs/repvit_m1_5_coco.json) |
-| RepViT-M2_3 | 44.6   | 66.1        | 48.8        | 40.8   | 63.6        | 43.9        | 46.1        |     9.9ms    |   [M2_3]()   | [M2_3](./logs/repvit_m2_3_coco.json) |
+| RepViT-M1_5 | 41.6   | 63.2   | 45.3  | 38.6   | 60.5        | 41.5         |     6.4ms    |   [M1_5]()   | [M1_5](./logs/repvit_m1_5_coco.json) |
+| RepViT-M2_3 | 44.6   | 66.1        | 48.8        | 40.8   | 63.6        | 43.9  |     9.9ms    |   [M2_3]()   | [M2_3](./logs/repvit_m2_3_coco.json) |
 
 ## Installation
 
diff --git a/figures/latency.png b/figures/latency.png
index 059a05b..fb804fd 100644
Binary files a/figures/latency.png and b/figures/latency.png differ
diff --git a/figures/repvit_m1_latency.png b/figures/repvit_m0_9_latency.png
similarity index 100%
rename from figures/repvit_m1_latency.png
rename to figures/repvit_m0_9_latency.png