diff --git a/tfjs-backend-wasm/README.md b/tfjs-backend-wasm/README.md
index 37f77d26253..7ffe60ae636 100644
--- a/tfjs-backend-wasm/README.md
+++ b/tfjs-backend-wasm/README.md
@@ -98,28 +98,31 @@ CPU backend, and ~5.3-7.7X slower than the WebGL backend.
| MobileNet inference (ms) | WASM | WebGL | CPU |
-|-------------------|-------|-------|-------|
-| iPhone X | 147.1 | 20.3 | 941.3 |
-| iPhone XS | 140 | 18.1 | 426.4 |
-| Desktop Linux | 91.5 | 17.1 | 1049 |
-| Macbook Pro | | | |
+|--------------------------|-------|-------|-------|
+| iPhone X | 147.1 | 20.3 | 941.3 |
+| iPhone XS | 140 | 18.1 | 426.4 |
+| Pixel 3 | 266.2 | 77.3 | 2345.2|
+| Desktop Linux | 91.5 | 17.1 | 1049 |
+| Macbook Pro | 98.4 | 19.6 | 893.5 |
### Face Detector
Face detector is a lite model with 0.1M params and ~20M multiply-adds. For this model,
-the WASM backend is between ~8.2-19.8X faster than the vanilla CPU backend, and
-only 1X-1.7X slower than the WebGL backend.
+the WASM backend is between ~8.2-19.8X faster than the vanilla CPU backend and
+comparable to the WebGL backend (up to ~1.7X faster, or 2X slower, depending on
+the device).
| Face Detector inference (ms) | WASM | WebGL | CPU |
-|---------------|------|-------|-------|
-| iPhone X | 23 | 13.5 | 318 |
-| iPhone XS | 21.4 | 10.5 | 176.9 |
-| Desktop Linux | 12.6 | 12.7 | 249.5 |
-| Macbook Pro | | | |
+|------------------------------|------|-------|-------|
+| iPhone X | 22.4 | 13.5 | 318 |
+| iPhone XS | 21.4 | 10.5 | 176.9 |
+| Pixel 3 | 40.7 | 31.8 | 535.2 |
+| Desktop Linux | 12.6 | 12.7 | 249.5 |
+| Macbook Pro 15 2019 | 13.6 | 22.7 | 209.1 |
# FAQ
diff --git a/tfjs-backend-wasm/face-detector-bench.svg b/tfjs-backend-wasm/face-detector-bench.svg
index 8e9878468d7..76b8cac229d 100644
--- a/tfjs-backend-wasm/face-detector-bench.svg
+++ b/tfjs-backend-wasm/face-detector-bench.svg
@@ -1 +1 @@
-
\ No newline at end of file
+
\ No newline at end of file
diff --git a/tfjs-backend-wasm/mobilenet-v2-bench.svg b/tfjs-backend-wasm/mobilenet-v2-bench.svg
index cf8a6905a54..ee76f97d41e 100644
--- a/tfjs-backend-wasm/mobilenet-v2-bench.svg
+++ b/tfjs-backend-wasm/mobilenet-v2-bench.svg
@@ -1 +1 @@
-
\ No newline at end of file
+
\ No newline at end of file
diff --git a/tfjs-core/benchmarks/index.html b/tfjs-core/benchmarks/index.html
index 8b98c0e5b4d..5211d63b771 100644
--- a/tfjs-core/benchmarks/index.html
+++ b/tfjs-core/benchmarks/index.html
@@ -338,7 +338,7 @@ TensorFlow.js Model Benchmark
await sleep(200);
await measureAveragePredictTime();
await sleep(200);
- if (queryTimerIsEnabled()) {
+ if (state.backend != 'webgl' || queryTimerIsEnabled()) {
await profileKernelTime();
} else {
showMsg('Skipping kernel times since query timer extension is not ' +