diff --git a/public/models/open-images-ssd-mobilenet-v2/model.json b/public/models/open-images-ssd-mobilenet-v2/model.json
index a761c1ad0..2cfe3b035 100644
--- a/public/models/open-images-ssd-mobilenet-v2/model.json
+++ b/public/models/open-images-ssd-mobilenet-v2/model.json
@@ -1 +1 @@
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"module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/ClipToWindow/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/ClipToWindow/Greater/y", "shape": [], "dtype": "float32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/ClipToWindow/Reshape/shape", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/ClipToWindow/Gather/GatherV2/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/strided_slice_603/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/strided_slice_603/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/strided_slice_603/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/range/delta", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/MultiClassNonMaxSuppression/Gather_602/GatherV2/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/add/y", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/add_1/y", "shape": [], "dtype": "int32"}, {"name": "ConstantFolding/module_apply_default/hub_input/strided_slice/stack_1_const_axis", "shape": [], "dtype": "int32"}, {"name": "ConstantFolding/module_apply_default/hub_input/strided_slice_1/stack_1_const_axis", "shape": [], "dtype": "int32"}, {"name": "ConstantFolding/module_apply_default/hub_input/strided_slice_2/stack_1_const_axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/sub/x", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/ExpandDims/dim", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/sub/x", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/ExpandDims/dim", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/Greater", "shape": [], "dtype": "bool"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/zeros/Const", "shape": [], "dtype": "float32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/range", "shape": [100], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/GatherV2/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/Greater", "shape": [], "dtype": "bool"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/zeros/Const", "shape": [], "dtype": "float32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/sub/x", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/ExpandDims/dim", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/sub/x", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/ExpandDims/dim", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/range", "shape": [100], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/GatherV2/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/sub/x", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/ExpandDims/dim", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/Greater", "shape": [], "dtype": "bool"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/zeros/Const", "shape": [], "dtype": "float32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/range", "shape": [100], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/GatherV2/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/cond/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/strided_slice/stack", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_1/cond/concat/axis", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/sub/x", "shape": [], "dtype": "int32"}, {"name": "module_apply_default/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond/cond/ExpandDims/dim", "shape": [], "dtype": "int32"}]}]}
\ No newline at end of file
diff --git a/src/components/MachineLearning/MLFileDebugView.tsx b/src/components/MachineLearning/MLFileDebugView.tsx
index 0d615a524..9c41b3846 100644
--- a/src/components/MachineLearning/MLFileDebugView.tsx
+++ b/src/components/MachineLearning/MLFileDebugView.tsx
@@ -58,11 +58,11 @@ function drawFaceDetection(face: AlignedFace, ctx: CanvasRenderingContext2D) {
 }
 
 function drawBbox(object: ObjectDetection, ctx: CanvasRenderingContext2D) {
-    ctx.font = '20px Arial';
+    ctx.font = '100px Arial';
     ctx.save();
     ctx.restore();
     ctx.rect(...object.bbox);
-    ctx.lineWidth = 5;
+    ctx.lineWidth = 10;
     ctx.strokeStyle = 'green';
     ctx.fillStyle = 'green';
     ctx.stroke();
diff --git a/src/services/machineLearning/ssdMobileNetV2Service.ts b/src/services/machineLearning/ssdMobileNetV2Service.ts
index ac6e6990d..f51b6e21f 100644
--- a/src/services/machineLearning/ssdMobileNetV2Service.ts
+++ b/src/services/machineLearning/ssdMobileNetV2Service.ts
@@ -12,7 +12,7 @@ import {
 //     SSDMobileNetV2Model,
 // } from './modelWrapper/SSDMobileNetV2';
 
-import * as SSDMobileNet from 'ssd-mobilenet';
+import * as SSDMobileNet from '@tensorflow-models/coco-ssd';
 
 class SSDMobileNetV2 implements ObjectDetectionService {
     private ssdMobileNetV2Model: SSDMobileNet.ObjectDetection;
@@ -27,7 +27,9 @@ class SSDMobileNetV2 implements ObjectDetectionService {
 
     private async init() {
         this.ssdMobileNetV2Model = await SSDMobileNet.load({
-            modelUrl: '/models/open-images-ssd-mobilenet-v2/model.json',
+            // base: 'mobilenet_v2',
+            // dataset: 'open_images',
+            // modelUrl: '/models/open-images-ssd-mobilenet-v2/model.json',
         });
         console.log(
             'loaded ssdMobileNetV2Model',
@@ -38,9 +40,7 @@ class SSDMobileNetV2 implements ObjectDetectionService {
 
     public async detectObjects(image: ImageBitmap): Promise<ObjectDetection[]> {
         // const resized = resizeToSquare(image, MOBILENETV2_OBJECT_SIZE);
-        // console.log(resized);
         const results = await this.detectObjectUsingModel(image);
-        return results;
         // const sizeCorrectedResults = results.map((result) => {
         //     const scale =
         //         Math.max(image.height, image.width) / MOBILENETV2_OBJECT_SIZE;
@@ -58,6 +58,8 @@ class SSDMobileNetV2 implements ObjectDetectionService {
         // });
 
         // return sizeCorrectedResults;
+
+        return results;
     }
 
     private async getSSDMobileNetV2Model() {
@@ -76,11 +78,8 @@ class SSDMobileNetV2 implements ObjectDetectionService {
 
     public async detectObjectUsingModel(imageBitmap: ImageBitmap) {
         const ssdMobileNetV2Model = await this.getSSDMobileNetV2Model();
-        const predictions = await ssdMobileNetV2Model.detect(
-            imageBitmap,
-            undefined,
-            0.1
-        );
+        const tfImage = tf.browser.fromPixels(imageBitmap);
+        const predictions = await ssdMobileNetV2Model.detect(tfImage);
         return predictions;
     }