diff --git a/tfjs-react-native/integration_rn59/components/tfjs_unit_test_runner.tsx b/tfjs-react-native/integration_rn59/components/tfjs_unit_test_runner.tsx
index 27a1f78c502..9e8b1f2653c 100644
--- a/tfjs-react-native/integration_rn59/components/tfjs_unit_test_runner.tsx
+++ b/tfjs-react-native/integration_rn59/components/tfjs_unit_test_runner.tsx
@@ -106,6 +106,11 @@ export class TestRunner extends Component<TestRunnerProps, TestRunnerState> {
           // Browser specific mobile test
           return false;
         }
+
+        if(name.match('dilation2d')) {
+          // Not implemented in webgl
+          return false;
+        }
         return true;
       }
      });
diff --git a/tfjs-react-native/integration_rn59/package.json b/tfjs-react-native/integration_rn59/package.json
index 8771892ae4a..430d0fd160a 100644
--- a/tfjs-react-native/integration_rn59/package.json
+++ b/tfjs-react-native/integration_rn59/package.json
@@ -21,7 +21,7 @@
     "@tensorflow-models/blazeface": "^0.0.2",
     "@tensorflow-models/mobilenet": "^2.0.4",
     "@tensorflow-models/posenet": "^2.2.1",
-    "@tensorflow/tfjs": "2.0.0",
+    "@tensorflow/tfjs": "2.6.0",
     "@tensorflow/tfjs-react-native": "0.3.0",
     "expo-camera": "^7.0.0",
     "expo-gl": "^7.0.0",
diff --git a/tfjs-react-native/integration_rn59/yarn.lock b/tfjs-react-native/integration_rn59/yarn.lock
index 9ee4c52c2f1..0053f106755 100644
--- a/tfjs-react-native/integration_rn59/yarn.lock
+++ b/tfjs-react-native/integration_rn59/yarn.lock
@@ -863,55 +863,55 @@
   resolved "https://registry.yarnpkg.com/@tensorflow-models/posenet/-/posenet-2.2.1.tgz#2f0a68d909842f59eec195f23c6f3d4cebc53fa8"
   integrity sha512-n9/g6DfjAyrBTf/zt1haRCyWsgALxUCzg9/Ks3Y2mbYavRZVSCSTRPy/qlE5Hr4tLfyckGfDN14zmGTthNcg/g==
 
-"@tensorflow/tfjs-backend-cpu@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-2.0.0.tgz#26d3ed8a6d814e751adc22e6036e40ed8940b5ac"
-  integrity sha512-eYj8CBjL8v2gHaYdS7JN1swi9kQYOHenMYBkf4khhW83ViZwpPmISyYzun8fy2gBlv28Y7juMmXHSncSDWfI1Q==
+"@tensorflow/tfjs-backend-cpu@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-2.6.0.tgz#bd0923ca438e945c4c9347a76e301a4fb1890d33"
+  integrity sha512-essk82VoET77tuFX5Sa9zv9F8d/2DxjEQ2RavoU+ugs0l64DTbdTpv3WdQwUihv1gNN7/16fUjJ6cG80SnS8/g==
   dependencies:
     "@types/seedrandom" "2.4.27"
     seedrandom "2.4.3"
 
-"@tensorflow/tfjs-backend-webgl@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-2.0.0.tgz#8f53ca3598ff922ee6ad28daf0ccc8089981d105"
-  integrity sha512-Y76LYbq8Z0Nquh2Fk+ToxhbjmLxBGX7vBLeGXi1TwvWJOBgfqroFNk2R6vspaZNd4wKfUMM+CWayPFUHcLCsWg==
+"@tensorflow/tfjs-backend-webgl@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-2.6.0.tgz#3855c254a86daf28511530c36bb61938acf26740"
+  integrity sha512-j1eNYKIpO06CTSRXiIWdpZ2iPDBkx7PPl7K/1BtCEW/9FP7Q0q3doHKNmTdOPvuw7Dt1nNHEMnba0YB2lc5S7Q==
   dependencies:
-    "@tensorflow/tfjs-backend-cpu" "2.0.0"
+    "@tensorflow/tfjs-backend-cpu" "2.6.0"
     "@types/offscreencanvas" "~2019.3.0"
     "@types/seedrandom" "2.4.27"
     "@types/webgl-ext" "0.0.30"
     "@types/webgl2" "0.0.4"
     seedrandom "2.4.3"
 
-"@tensorflow/tfjs-converter@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-converter/-/tfjs-converter-2.0.0.tgz#6242c618202f04d88fa308d68a2dfcdd81ec020c"
-  integrity sha512-IFjjx2qe7M2UwwYJvCm2+OgpC+kooCWEjC8mOOoFV/o+g9/Q0RMohRDvffiqUuYx5Usi/vbjhlUBccsy/MhE3g==
+"@tensorflow/tfjs-converter@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-converter/-/tfjs-converter-2.6.0.tgz#0de5c4c014c25d695ad17ca19e3b654dbcb84cea"
+  integrity sha512-TzL4ULidZ26iVqfLmv5G6dfnJyJt5HttU1VZoBYCbxUcWQYk1Z4D9wqLVwfdcJz01XEKpmsECh8HBF0hwYlrkA==
 
-"@tensorflow/tfjs-core@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-core/-/tfjs-core-2.0.0.tgz#c18e963d0332255dc37d6ff58fa0076402ae00d0"
-  integrity sha512-GB02Lyjp7NLKbjCOW6S3Vx2CkkUwtJFt8fY7Zaoyy/ANB4Iw8eiHJV0308CClrFfjA+UKU3TrO+bOQfeCJaEUw==
+"@tensorflow/tfjs-core@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-core/-/tfjs-core-2.6.0.tgz#ab2f2c9e8f46990643076d7d5bdb912885282bd2"
+  integrity sha512-akUB1iz663UCUdOfEUu91XeHzGpdYtdtMPxjsGEdF0CwENzSAcvHzQrEVoPBRD+RKpxrVXvQBoOd7GYBxMIIKQ==
   dependencies:
     "@types/offscreencanvas" "~2019.3.0"
     "@types/seedrandom" "2.4.27"
     "@types/webgl-ext" "0.0.30"
     "@types/webgl2" "0.0.4"
-    node-fetch "~2.1.2"
+    node-fetch "~2.6.1"
     seedrandom "2.4.3"
 
-"@tensorflow/tfjs-data@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-data/-/tfjs-data-2.0.0.tgz#1bc7ac2fea26f40fa0fc9f4c2225ea262dd9bc7c"
-  integrity sha512-anr2udw2FPsX7oZwEuHYk5iaJQlxIe8EmTePYCNb80o77rZ+0Yu7RoOIUipjrW5zIh6OdkjfvGvg0tdZ35jiIA==
+"@tensorflow/tfjs-data@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-data/-/tfjs-data-2.6.0.tgz#005fb204822322bc652ddd968c15a6b1a295652a"
+  integrity sha512-/x/j/A4Quiyc21xEYyBC82mqyssbFHRuHez7pYVJA/28TOesAfWPWo2I+wkeOTt91UerUeZMSq2FV3HOnPInhQ==
   dependencies:
     "@types/node-fetch" "^2.1.2"
-    node-fetch "~2.1.2"
+    node-fetch "~2.6.1"
 
-"@tensorflow/tfjs-layers@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-layers/-/tfjs-layers-2.0.0.tgz#cdd2aa013350d88091e2e840a298a272356cb4e3"
-  integrity sha512-3jcXVDVbHvkDOSXbvtOgxB1WfRc1asNKOrnNrSfsQhB590DkCUH0QzKSInCe3GyoFhbUZhUwIDz0aFW+GdGgeQ==
+"@tensorflow/tfjs-layers@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-layers/-/tfjs-layers-2.6.0.tgz#fed57ff6514f3fbb78fbcd2d40a09e9bd8d52cfc"
+  integrity sha512-nU9WNSGpEU6GzKo5bvJBMa/OZRe1bR5Z2W6T0XiEY8CBiPNS+oJFJNm0NY8kQj/WnDS0Hfue38P46q7gV/9XMA==
 
 "@tensorflow/tfjs-react-native@0.3.0":
   version "0.3.0"
@@ -922,19 +922,22 @@
     buffer "^5.2.1"
     jpeg-js "^0.3.6"
 
-"@tensorflow/tfjs@2.0.0":
-  version "2.0.0"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs/-/tfjs-2.0.0.tgz#7c014dd91648ab8c95cdc4261b163402493b60f5"
-  integrity sha512-+c3llrY54NgMBXJnhTkDS5t0us/zHynwuDQiVcMfjD9pBDa3fC7RLcpLrYl/cFGAdhH8XdjcjvqFjWze7S5IcQ==
-  dependencies:
-    "@tensorflow/tfjs-backend-cpu" "2.0.0"
-    "@tensorflow/tfjs-backend-webgl" "2.0.0"
-    "@tensorflow/tfjs-converter" "2.0.0"
-    "@tensorflow/tfjs-core" "2.0.0"
-    "@tensorflow/tfjs-data" "2.0.0"
-    "@tensorflow/tfjs-layers" "2.0.0"
+"@tensorflow/tfjs@2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs/-/tfjs-2.6.0.tgz#ddc420fbb0d9561f46d3d02ba3ba2d4c15861837"
+  integrity sha512-f70NAt480+/NH6ueAdKhwgN3BzeBWrvuAZ591pH44nuVlmUHtih7pSMVv2wREPOgA4ciAufops4FtTaqNamxZw==
+  dependencies:
+    "@tensorflow/tfjs-backend-cpu" "2.6.0"
+    "@tensorflow/tfjs-backend-webgl" "2.6.0"
+    "@tensorflow/tfjs-converter" "2.6.0"
+    "@tensorflow/tfjs-core" "2.6.0"
+    "@tensorflow/tfjs-data" "2.6.0"
+    "@tensorflow/tfjs-layers" "2.6.0"
+    argparse "^1.0.10"
+    chalk "^4.1.0"
     core-js "3"
     regenerator-runtime "^0.13.5"
+    yargs "^16.0.3"
 
 "@types/babel__core@^7.1.0":
   version "7.1.2"
@@ -1322,6 +1325,11 @@ ansi-regex@^4.0.0, ansi-regex@^4.1.0:
   resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-4.1.0.tgz#8b9f8f08cf1acb843756a839ca8c7e3168c51997"
   integrity sha512-1apePfXM1UOSqw0o9IiFAovVz9M5S1Dg+4TrDwfMewQ6p/rmMueb7tWZjQ1rx4Loy1ArBggoqGpfqqdI4rondg==
 
+ansi-regex@^5.0.0:
+  version "5.0.0"
+  resolved "https://registry.yarnpkg.com/ansi-regex/-/ansi-regex-5.0.0.tgz#388539f55179bf39339c81af30a654d69f87cb75"
+  integrity sha512-bY6fj56OUQ0hU1KjFNDQuJFezqKdrAyFdIevADiqrWHwSlbmBNMHp5ak2f40Pm8JTFyM2mqxkG6ngkHO11f/lg==
+
 ansi-styles@^2.2.1:
   version "2.2.1"
   resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-2.2.1.tgz#b432dd3358b634cf75e1e4664368240533c1ddbe"
@@ -1334,6 +1342,13 @@ ansi-styles@^3.2.0, ansi-styles@^3.2.1:
   dependencies:
     color-convert "^1.9.0"
 
+ansi-styles@^4.0.0, ansi-styles@^4.1.0:
+  version "4.3.0"
+  resolved "https://registry.yarnpkg.com/ansi-styles/-/ansi-styles-4.3.0.tgz#edd803628ae71c04c85ae7a0906edad34b648937"
+  integrity sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==
+  dependencies:
+    color-convert "^2.0.1"
+
 ansi-wrap@0.1.0, ansi-wrap@^0.1.0:
   version "0.1.0"
   resolved "https://registry.yarnpkg.com/ansi-wrap/-/ansi-wrap-0.1.0.tgz#a82250ddb0015e9a27ca82e82ea603bbfa45efaf"
@@ -1407,7 +1422,7 @@ arg@^4.1.0:
   resolved "https://registry.yarnpkg.com/arg/-/arg-4.1.3.tgz#269fc7ad5b8e42cb63c896d5666017261c144089"
   integrity sha512-58S9QDqG0Xx27YwPSt9fJxivjYl432YCwfDMfZ+71RAqUrZef7LrKQZ3LHLOwCS4FLNBplP533Zx895SeOCHvA==
 
-argparse@^1.0.7:
+argparse@^1.0.10, argparse@^1.0.7:
   version "1.0.10"
   resolved "https://registry.yarnpkg.com/argparse/-/argparse-1.0.10.tgz#bcd6791ea5ae09725e17e5ad988134cd40b3d911"
   integrity sha512-o5Roy6tNG4SL/FOkCAN6RzjiakZS25RLYFrcMttJqbdd8BWrnA+fGz57iN5Pb06pvBGvl5gQ0B48dJlslXvoTg==
@@ -1952,6 +1967,14 @@ chalk@^2.0.0, chalk@^2.0.1, chalk@^2.3.0, chalk@^2.3.2, chalk@^2.4.1, chalk@^2.4
     escape-string-regexp "^1.0.5"
     supports-color "^5.3.0"
 
+chalk@^4.1.0:
+  version "4.1.0"
+  resolved "https://registry.yarnpkg.com/chalk/-/chalk-4.1.0.tgz#4e14870a618d9e2edd97dd8345fd9d9dc315646a"
+  integrity sha512-qwx12AxXe2Q5xQ43Ac//I6v5aXTipYrSESdOgzrN+9XjgEpyjpKuvSGaN4qE93f7TQTlerQQ8S+EQ0EyDoVL1A==
+  dependencies:
+    ansi-styles "^4.1.0"
+    supports-color "^7.1.0"
+
 chardet@^0.4.0:
   version "0.4.2"
   resolved "https://registry.yarnpkg.com/chardet/-/chardet-0.4.2.tgz#b5473b33dc97c424e5d98dc87d55d4d8a29c8bf2"
@@ -2057,6 +2080,15 @@ cliui@^5.0.0:
     strip-ansi "^5.2.0"
     wrap-ansi "^5.1.0"
 
+cliui@^7.0.0:
+  version "7.0.1"
+  resolved "https://registry.yarnpkg.com/cliui/-/cliui-7.0.1.tgz#a4cb67aad45cd83d8d05128fc9f4d8fbb887e6b3"
+  integrity sha512-rcvHOWyGyid6I1WjT/3NatKj2kDt9OdSHSXpyLXaMWFbKpGACNW8pRhhdPUq9MWUOdwn8Rz9AVETjF4105rZZQ==
+  dependencies:
+    string-width "^4.2.0"
+    strip-ansi "^6.0.0"
+    wrap-ansi "^7.0.0"
+
 co@^4.6.0:
   version "4.6.0"
   resolved "https://registry.yarnpkg.com/co/-/co-4.6.0.tgz#6ea6bdf3d853ae54ccb8e47bfa0bf3f9031fb184"
@@ -2082,11 +2114,23 @@ color-convert@^1.9.0:
   dependencies:
     color-name "1.1.3"
 
+color-convert@^2.0.1:
+  version "2.0.1"
+  resolved "https://registry.yarnpkg.com/color-convert/-/color-convert-2.0.1.tgz#72d3a68d598c9bdb3af2ad1e84f21d896abd4de3"
+  integrity sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==
+  dependencies:
+    color-name "~1.1.4"
+
 color-name@1.1.3:
   version "1.1.3"
   resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.3.tgz#a7d0558bd89c42f795dd42328f740831ca53bc25"
   integrity sha1-p9BVi9icQveV3UIyj3QIMcpTvCU=
 
+color-name@~1.1.4:
+  version "1.1.4"
+  resolved "https://registry.yarnpkg.com/color-name/-/color-name-1.1.4.tgz#c2a09a87acbde69543de6f63fa3995c826c536a2"
+  integrity sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==
+
 color-support@^1.1.3:
   version "1.1.3"
   resolved "https://registry.yarnpkg.com/color-support/-/color-support-1.1.3.tgz#93834379a1cc9a0c61f82f52f0d04322251bd5a2"
@@ -2624,6 +2668,11 @@ es6-promisify@^5.0.0:
   dependencies:
     es6-promise "^4.0.3"
 
+escalade@^3.0.2:
+  version "3.1.0"
+  resolved "https://registry.yarnpkg.com/escalade/-/escalade-3.1.0.tgz#e8e2d7c7a8b76f6ee64c2181d6b8151441602d4e"
+  integrity sha512-mAk+hPSO8fLDkhV7V0dXazH5pDc6MrjBTPyD3VeKzxnVFjH1MIxbCdqGZB9O8+EwWakZs3ZCbDS4IpRt79V1ig==
+
 escape-html@~1.0.3:
   version "1.0.3"
   resolved "https://registry.yarnpkg.com/escape-html/-/escape-html-1.0.3.tgz#0258eae4d3d0c0974de1c169188ef0051d1d1988"
@@ -3224,7 +3273,7 @@ get-caller-file@^1.0.1:
   resolved "https://registry.yarnpkg.com/get-caller-file/-/get-caller-file-1.0.3.tgz#f978fa4c90d1dfe7ff2d6beda2a515e713bdcf4a"
   integrity sha512-3t6rVToeoZfYSGd8YoLFR2DJkiQrIiUrGcjvFX2mDw3bn6k2OtwHN0TNCLbBO+w8qTvimhDkv+LSscbJY1vE6w==
 
-get-caller-file@^2.0.1:
+get-caller-file@^2.0.1, get-caller-file@^2.0.5:
   version "2.0.5"
   resolved "https://registry.yarnpkg.com/get-caller-file/-/get-caller-file-2.0.5.tgz#4f94412a82db32f36e3b0b9741f8a97feb031f7e"
   integrity sha512-DyFP3BM/3YHTQOCUL/w0OZHR0lpKeGrxotcHWcqNEdnltqFwXVfhEBQ94eIo34AfQpo0rGki4cyIiftY06h2Fg==
@@ -3377,6 +3426,11 @@ has-flag@^3.0.0:
   resolved "https://registry.yarnpkg.com/has-flag/-/has-flag-3.0.0.tgz#b5d454dc2199ae225699f3467e5a07f3b955bafd"
   integrity sha1-tdRU3CGZriJWmfNGfloH87lVuv0=
 
+has-flag@^4.0.0:
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/has-flag/-/has-flag-4.0.0.tgz#944771fd9c81c81265c4d6941860da06bb59479b"
+  integrity sha512-EykJT/Q1KjTWctppgIAgfSO0tKVuZUjhgMr17kqTumMl6Afv3EISleU7qZUzoXDFTAHTDC4NOoG/ZxU3EvlMPQ==
+
 has-symbols@^1.0.0:
   version "1.0.0"
   resolved "https://registry.yarnpkg.com/has-symbols/-/has-symbols-1.0.0.tgz#ba1a8f1af2a0fc39650f5c850367704122063b44"
@@ -5323,10 +5377,10 @@ node-fetch@^2.2.0:
   resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.6.0.tgz#e633456386d4aa55863f676a7ab0daa8fdecb0fd"
   integrity sha512-8dG4H5ujfvFiqDmVu9fQ5bOHUC15JMjMY/Zumv26oOvvVJjM67KF8koCWIabKQ1GJIa9r2mMZscBq/TbdOcmNA==
 
-node-fetch@~2.1.2:
-  version "2.1.2"
-  resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.1.2.tgz#ab884e8e7e57e38a944753cec706f788d1768bb5"
-  integrity sha1-q4hOjn5X44qUR1POxwb3iNF2i7U=
+node-fetch@~2.6.1:
+  version "2.6.1"
+  resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.6.1.tgz#045bd323631f76ed2e2b55573394416b639a0052"
+  integrity sha512-V4aYg89jEoVRxRb2fJdAg8FHvI7cEyYdVAh94HH0UIK8oJxUfkjlDQN9RbMx+bEjP7+ggMiFRprSti032Oipxw==
 
 node-int64@^0.4.0:
   version "0.4.0"
@@ -6976,6 +7030,15 @@ string-width@^4.1.0:
     is-fullwidth-code-point "^3.0.0"
     strip-ansi "^5.2.0"
 
+string-width@^4.2.0:
+  version "4.2.0"
+  resolved "https://registry.yarnpkg.com/string-width/-/string-width-4.2.0.tgz#952182c46cc7b2c313d1596e623992bd163b72b5"
+  integrity sha512-zUz5JD+tgqtuDjMhwIg5uFVV3dtqZ9yQJlZVfq4I01/K5Paj5UHj7VyrQOJvzawSVlKpObApbfD0Ed6yJc+1eg==
+  dependencies:
+    emoji-regex "^8.0.0"
+    is-fullwidth-code-point "^3.0.0"
+    strip-ansi "^6.0.0"
+
 string_decoder@^1.1.1:
   version "1.3.0"
   resolved "https://registry.yarnpkg.com/string_decoder/-/string_decoder-1.3.0.tgz#42f114594a46cf1a8e30b0a84f56c78c3edac21e"
@@ -7011,6 +7074,13 @@ strip-ansi@^5.0.0, strip-ansi@^5.1.0, strip-ansi@^5.2.0:
   dependencies:
     ansi-regex "^4.1.0"
 
+strip-ansi@^6.0.0:
+  version "6.0.0"
+  resolved "https://registry.yarnpkg.com/strip-ansi/-/strip-ansi-6.0.0.tgz#0b1571dd7669ccd4f3e06e14ef1eed26225ae532"
+  integrity sha512-AuvKTrTfQNYNIctbR1K/YGTR1756GycPsg7b9bdV9Duqur4gv6aKqHXah67Z8ImS7WEz5QVcOtlfW2rZEugt6w==
+  dependencies:
+    ansi-regex "^5.0.0"
+
 strip-bom@^2.0.0:
   version "2.0.0"
   resolved "https://registry.yarnpkg.com/strip-bom/-/strip-bom-2.0.0.tgz#6219a85616520491f35788bdbf1447a99c7e6b0e"
@@ -7057,6 +7127,13 @@ supports-color@^6.1.0:
   dependencies:
     has-flag "^3.0.0"
 
+supports-color@^7.1.0:
+  version "7.2.0"
+  resolved "https://registry.yarnpkg.com/supports-color/-/supports-color-7.2.0.tgz#1b7dcdcb32b8138801b3e478ba6a51caa89648da"
+  integrity sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==
+  dependencies:
+    has-flag "^4.0.0"
+
 symbol-tree@^3.2.2:
   version "3.2.4"
   resolved "https://registry.yarnpkg.com/symbol-tree/-/symbol-tree-3.2.4.tgz#430637d248ba77e078883951fb9aa0eed7c63fa2"
@@ -7674,6 +7751,15 @@ wrap-ansi@^5.0.0, wrap-ansi@^5.1.0:
     string-width "^3.0.0"
     strip-ansi "^5.0.0"
 
+wrap-ansi@^7.0.0:
+  version "7.0.0"
+  resolved "https://registry.yarnpkg.com/wrap-ansi/-/wrap-ansi-7.0.0.tgz#67e145cff510a6a6984bdf1152911d69d2eb9e43"
+  integrity sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==
+  dependencies:
+    ansi-styles "^4.0.0"
+    string-width "^4.1.0"
+    strip-ansi "^6.0.0"
+
 wrappy@1:
   version "1.0.2"
   resolved "https://registry.yarnpkg.com/wrappy/-/wrappy-1.0.2.tgz#b5243d8f3ec1aa35f1364605bc0d1036e30ab69f"
@@ -7771,6 +7857,11 @@ y18n@^3.2.1:
   resolved "https://registry.yarnpkg.com/y18n/-/y18n-4.0.0.tgz#95ef94f85ecc81d007c264e190a120f0a3c8566b"
   integrity sha512-r9S/ZyXu/Xu9q1tYlpsLIsa3EeLXXk0VwlxqTcFRfg9EhMW+17kbt9G0NrgCmhGb5vT2hyhJZLfDGx+7+5Uj/w==
 
+y18n@^5.0.1:
+  version "5.0.2"
+  resolved "https://registry.yarnpkg.com/y18n/-/y18n-5.0.2.tgz#48218df5da2731b4403115c39a1af709c873f829"
+  integrity sha512-CkwaeZw6dQgqgPGeTWKMXCRmMcBgETFlTml1+ZOO+q7kGst8NREJ+eWwFNPVUQ4QGdAaklbqCZHH6Zuep1RjiA==
+
 yallist@^2.1.2:
   version "2.1.2"
   resolved "https://registry.yarnpkg.com/yallist/-/yallist-2.1.2.tgz#1c11f9218f076089a47dd512f93c6699a6a81d52"
@@ -7797,6 +7888,11 @@ yargs-parser@^13.1.1:
     camelcase "^5.0.0"
     decamelize "^1.2.0"
 
+yargs-parser@^20.0.0:
+  version "20.2.1"
+  resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-20.2.1.tgz#28f3773c546cdd8a69ddae68116b48a5da328e77"
+  integrity sha512-yYsjuSkjbLMBp16eaOt7/siKTjNVjMm3SoJnIg3sEh/JsvqVVDyjRKmaJV4cl+lNIgq6QEco2i3gDebJl7/vLA==
+
 yargs-parser@^7.0.0:
   version "7.0.0"
   resolved "https://registry.yarnpkg.com/yargs-parser/-/yargs-parser-7.0.0.tgz#8d0ac42f16ea55debd332caf4c4038b3e3f5dfd9"
@@ -7839,6 +7935,19 @@ yargs@^14.0.0:
     y18n "^4.0.0"
     yargs-parser "^13.1.1"
 
+yargs@^16.0.3:
+  version "16.0.3"
+  resolved "https://registry.yarnpkg.com/yargs/-/yargs-16.0.3.tgz#7a919b9e43c90f80d4a142a89795e85399a7e54c"
+  integrity sha512-6+nLw8xa9uK1BOEOykaiYAJVh6/CjxWXK/q9b5FpRgNslt8s22F2xMBqVIKgCRjNgGvGPBy8Vog7WN7yh4amtA==
+  dependencies:
+    cliui "^7.0.0"
+    escalade "^3.0.2"
+    get-caller-file "^2.0.5"
+    require-directory "^2.1.1"
+    string-width "^4.2.0"
+    y18n "^5.0.1"
+    yargs-parser "^20.0.0"
+
 yargs@^9.0.0:
   version "9.0.1"
   resolved "https://registry.yarnpkg.com/yargs/-/yargs-9.0.1.tgz#52acc23feecac34042078ee78c0c007f5085db4c"
diff --git a/tfjs-react-native/package.json b/tfjs-react-native/package.json
index 754b1756995..e85c99df3f4 100644
--- a/tfjs-react-native/package.json
+++ b/tfjs-react-native/package.json
@@ -33,9 +33,9 @@
   },
   "devDependencies": {
     "@react-native-community/async-storage": "^1.4.2",
-    "@tensorflow/tfjs-backend-cpu": "~2.0.0",
-    "@tensorflow/tfjs-backend-webgl": "~2.0.0",
-    "@tensorflow/tfjs-core": "~2.0.0",
+    "@tensorflow/tfjs-backend-cpu": "~2.6.0",
+    "@tensorflow/tfjs-backend-webgl": "~2.6.0",
+    "@tensorflow/tfjs-core": "~2.6.0",
     "@types/base64-js": "^1.2.5",
     "@types/jasmine": "~3.3.0",
     "@types/react-native": "0.60.2",
@@ -64,7 +64,9 @@
   },
   "peerDependencies": {
     "@react-native-community/async-storage": "^1.4.2",
-    "@tensorflow/tfjs-backend-webgl": "~2.0.0",
+    "@tensorflow/tfjs-backend-webgl": "~2.6.0",
+    "@tensorflow/tfjs-backend-cpu": "~2.6.0",
+    "@tensorflow/tfjs-core": "~2.6.0",
     "expo-asset": "^7.0.0",
     "expo-camera": "^7.0.0",
     "expo-gl": "^7.0.0",
diff --git a/tfjs-react-native/src/camera/camera_stream.tsx b/tfjs-react-native/src/camera/camera_stream.tsx
index f720b55437c..22843ce1da6 100644
--- a/tfjs-react-native/src/camera/camera_stream.tsx
+++ b/tfjs-react-native/src/camera/camera_stream.tsx
@@ -60,8 +60,8 @@ const DEFAULT_RESIZE_DEPTH = 3;
  * component with the ability to yield tensors representing the camera stream.
  *
  * Because the camera data will be consumed in the process, the original
- * camera component will not render any content. A provided by this component
- * is used to render the camera preview.
+ * camera component will not render any content. This component provides
+ * options that can be used to render the camera preview.
  *
  * Notably the component allows on-the-fly resizing of the camera image to
  * smaller dimensions, this speeds up data transfer between the native and
@@ -306,9 +306,9 @@ export function cameraWithTensors<T extends WrappedComponentProps>(
         const height = PixelRatio.getPixelSizeForLayoutSize(
           cameraLayout.height
         );
-        const isFrontCamera = 
+        const isFrontCamera =
           this.camera.props.type === Camera.Constants.Type.front;
-        const flipHorizontal = 
+        const flipHorizontal =
           Platform.OS === 'ios' && isFrontCamera ? false : true;
 
         renderToGLView(gl, cameraTexture, { width, height }, flipHorizontal);
diff --git a/tfjs-react-native/src/camera/camera_webgl_util.ts b/tfjs-react-native/src/camera/camera_webgl_util.ts
index ba2e3429495..89c17c69af8 100644
--- a/tfjs-react-native/src/camera/camera_webgl_util.ts
+++ b/tfjs-react-native/src/camera/camera_webgl_util.ts
@@ -18,8 +18,6 @@
 import {webgl_util} from '@tensorflow/tfjs-backend-webgl';
 import * as tf from '@tensorflow/tfjs-core';
 
-import {getDebugMode} from '../platform_react_native';
-
 import * as drawTextureProgramInfo from './draw_texture_program_info';
 import * as resizeBilinearProgramInfo from './resize_bilinear_program_info';
 import * as resizeNNProgramInfo from './resize_nearest_neigbor_program_info';
@@ -68,24 +66,22 @@ export function downloadTextureData(
   }
   const fbo = fboCache.get(gl);
 
-  const debugMode = getDebugMode();
-
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);
   });
 
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     gl.activeTexture(gl.TEXTURE0);
     gl.bindTexture(gl.TEXTURE_2D, texture);
   });
 
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     const level = 0;
     gl.framebufferTexture2D(
         gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, level);
   });
 
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     const format = depth === 3 ? gl.RGB : gl.RGBA;
     const x = 0;
     const y = 0;
@@ -93,7 +89,7 @@ export function downloadTextureData(
   });
 
   // Unbind framebuffer
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     gl.bindFramebuffer(gl.FRAMEBUFFER, null);
   });
   return pixels;
@@ -128,15 +124,13 @@ export function uploadTextureData(
   gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);
   gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);
 
-  const debugMode = getDebugMode();
-
   const level = 0;
   const format = dims.depth === 3 ? gl.RGB : gl.RGBA;
   const internalFormat = format;
   const border = 0;
   const type = gl.UNSIGNED_BYTE;
 
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     gl.texImage2D(
         gl.TEXTURE_2D, level, internalFormat, targetTextureWidth,
         targetTextureHeight, border, format, type, imageData);
@@ -183,13 +177,11 @@ export function runResizeProgram(
     gl: WebGL2RenderingContext, inputTexture: WebGLTexture,
     inputDims: Dimensions, outputDims: Dimensions, alignCorners: boolean,
     interpolation: 'nearest_neighbor'|'bilinear') {
-  const debugMode = getDebugMode();
-
   const {program, vao, vertices, uniformLocations} =
       resizeProgram(gl, inputDims, outputDims, alignCorners, interpolation);
   gl.useProgram(program);
   // Set up geometry
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     gl.bindVertexArray(vao);
   });
 
@@ -235,7 +227,7 @@ export function runResizeProgram(
     const border = 0;
     const type = gl.UNSIGNED_BYTE;
 
-    webgl_util.callAndCheck(gl, debugMode, () => {
+    webgl_util.callAndCheck(gl, () => {
       gl.texImage2D(
           gl.TEXTURE_2D, level, internalFormat, targetTextureWidth,
           targetTextureHeight, border, format, type, null);
@@ -365,7 +357,6 @@ function createProgramObjects(
     gl: WebGL2RenderingContext, vertexShaderSource: string,
     fragmentShaderSource: string, vertices: Float32Array,
     texCoords: Float32Array): ProgramObjects {
-  const debugMode = getDebugMode();
   const vertShader = gl.createShader(gl.VERTEX_SHADER);
   gl.shaderSource(vertShader, vertexShaderSource);
   gl.compileShader(vertShader);
@@ -385,7 +376,7 @@ function createProgramObjects(
   gl.bindVertexArray(vao);
 
   // Set up geometry
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     const positionAttrib = gl.getAttribLocation(program, 'position');
     const vertsCoordsBuffer = gl.createBuffer();
     gl.bindBuffer(gl.ARRAY_BUFFER, vertsCoordsBuffer);
@@ -395,7 +386,7 @@ function createProgramObjects(
     gl.bindBuffer(gl.ARRAY_BUFFER, null);
   });
 
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     const texCoordsAttrib = gl.getAttribLocation(program, 'texCoords');
     const texCoordsBuffer = gl.createBuffer();
     gl.bindBuffer(gl.ARRAY_BUFFER, texCoordsBuffer);
@@ -406,7 +397,7 @@ function createProgramObjects(
   });
 
   const uniformLocations = new Map<string, WebGLUniformLocation>();
-  webgl_util.callAndCheck(gl, debugMode, () => {
+  webgl_util.callAndCheck(gl, () => {
     const inputTextureLoc = gl.getUniformLocation(program, 'inputTexture');
     uniformLocations.set('inputTexture', inputTextureLoc);
   });
diff --git a/tfjs-react-native/src/platform_react_native.ts b/tfjs-react-native/src/platform_react_native.ts
index 86e6aaa32e6..00ac4a7b094 100644
--- a/tfjs-react-native/src/platform_react_native.ts
+++ b/tfjs-react-native/src/platform_react_native.ts
@@ -23,15 +23,6 @@ import {Buffer} from 'buffer';
 import {GLView} from 'expo-gl';
 import {Platform as RNPlatform} from 'react-native';
 
-let debugMode_ = false;
-export function setDebugMode(debugMode: boolean) {
-  debugMode_ = debugMode_;
-}
-
-export function getDebugMode() {
-  return debugMode_;
-}
-
 // See implemetation note on fetch
 // tslint:disable-next-line:max-line-length
 // https://github.com/facebook/react-native/blob/0ee5f68929610106ee6864baa04ea90be0fc5160/Libraries/vendor/core/whatwg-fetch.js#L421
diff --git a/tfjs-react-native/yarn.lock b/tfjs-react-native/yarn.lock
index 494b1643847..b09cf3e83ec 100644
--- a/tfjs-react-native/yarn.lock
+++ b/tfjs-react-native/yarn.lock
@@ -35,36 +35,36 @@
   dependencies:
     defer-to-connect "^1.0.1"
 
-"@tensorflow/tfjs-backend-cpu@2.0.0-rc.3":
-  version "2.0.0-rc.3"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-2.0.0-rc.3.tgz#cadcc99a366c13e9c346f78b23ceff8375cfc46b"
-  integrity sha512-qwg0GmfVRPaF4bMrzpWV2fcTnvU5f6UxsOySgso+3id3KbQmh89XZGtSLUJL4iw8P6HIxNiR++KJkygmQFWhDA==
+"@tensorflow/tfjs-backend-cpu@2.6.0", "@tensorflow/tfjs-backend-cpu@~2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-2.6.0.tgz#bd0923ca438e945c4c9347a76e301a4fb1890d33"
+  integrity sha512-essk82VoET77tuFX5Sa9zv9F8d/2DxjEQ2RavoU+ugs0l64DTbdTpv3WdQwUihv1gNN7/16fUjJ6cG80SnS8/g==
   dependencies:
     "@types/seedrandom" "2.4.27"
     seedrandom "2.4.3"
 
-"@tensorflow/tfjs-backend-webgl@2.0.0-rc.3":
-  version "2.0.0-rc.3"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-2.0.0-rc.3.tgz#6bf36de6be2a7fecec17d1bce57daa233722685c"
-  integrity sha512-iWsuQ5M21lHulLwkAF1KilzCvXT1WCumCYcdYrBzKNT9Ghi0YoNbcoT8s1RRli2jhgy/YqBLLaRFXy9s0kJb0A==
+"@tensorflow/tfjs-backend-webgl@~2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-backend-webgl/-/tfjs-backend-webgl-2.6.0.tgz#3855c254a86daf28511530c36bb61938acf26740"
+  integrity sha512-j1eNYKIpO06CTSRXiIWdpZ2iPDBkx7PPl7K/1BtCEW/9FP7Q0q3doHKNmTdOPvuw7Dt1nNHEMnba0YB2lc5S7Q==
   dependencies:
-    "@tensorflow/tfjs-backend-cpu" "2.0.0-rc.3"
+    "@tensorflow/tfjs-backend-cpu" "2.6.0"
     "@types/offscreencanvas" "~2019.3.0"
     "@types/seedrandom" "2.4.27"
     "@types/webgl-ext" "0.0.30"
     "@types/webgl2" "0.0.4"
     seedrandom "2.4.3"
 
-"@tensorflow/tfjs-core@2.0.0-rc.3":
-  version "2.0.0-rc.3"
-  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-core/-/tfjs-core-2.0.0-rc.3.tgz#a665a1a4106c6bc802762c4a4f022d4971908cd2"
-  integrity sha512-EvsGWWwoDX3lD7YujlMlv9DRCKAEZevzWjO5cE8vJnZkVToQ3B5l5fsUH2eGoe/+6FHUPr2HfkwU/492/sfOiQ==
+"@tensorflow/tfjs-core@~2.6.0":
+  version "2.6.0"
+  resolved "https://registry.yarnpkg.com/@tensorflow/tfjs-core/-/tfjs-core-2.6.0.tgz#ab2f2c9e8f46990643076d7d5bdb912885282bd2"
+  integrity sha512-akUB1iz663UCUdOfEUu91XeHzGpdYtdtMPxjsGEdF0CwENzSAcvHzQrEVoPBRD+RKpxrVXvQBoOd7GYBxMIIKQ==
   dependencies:
     "@types/offscreencanvas" "~2019.3.0"
     "@types/seedrandom" "2.4.27"
     "@types/webgl-ext" "0.0.30"
     "@types/webgl2" "0.0.4"
-    node-fetch "~2.1.2"
+    node-fetch "~2.6.1"
     seedrandom "2.4.3"
 
 "@types/base64-js@^1.2.5":
@@ -1195,10 +1195,10 @@ ncp@^2.0.0:
   resolved "https://registry.yarnpkg.com/ncp/-/ncp-2.0.0.tgz#195a21d6c46e361d2fb1281ba38b91e9df7bdbb3"
   integrity sha1-GVoh1sRuNh0vsSgbo4uR6d9727M=
 
-node-fetch@~2.1.2:
-  version "2.1.2"
-  resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.1.2.tgz#ab884e8e7e57e38a944753cec706f788d1768bb5"
-  integrity sha1-q4hOjn5X44qUR1POxwb3iNF2i7U=
+node-fetch@~2.6.1:
+  version "2.6.1"
+  resolved "https://registry.yarnpkg.com/node-fetch/-/node-fetch-2.6.1.tgz#045bd323631f76ed2e2b55573394416b639a0052"
+  integrity sha512-V4aYg89jEoVRxRb2fJdAg8FHvI7cEyYdVAh94HH0UIK8oJxUfkjlDQN9RbMx+bEjP7+ggMiFRprSti032Oipxw==
 
 normalize-package-data@^2.3.2, normalize-package-data@^2.3.4:
   version "2.5.0"