diff --git a/app/api/models.py b/app/api/models.py
index 5b0c4a13..d701e278 100644
--- a/app/api/models.py
+++ b/app/api/models.py
@@ -1,25 +1,66 @@
 from flask_restplus import Namespace, Resource, reqparse
 from werkzeug.datastructures import FileStorage
-from imantics import Image as ImanticsImage
+from imantics import Mask
 from flask_login import login_required
 from ..config import Config
 from PIL import Image
+from ..models import ImageModel
 
 import os
 
-MODEL_LOADED = len(Config.MASK_RCNN_FILE) != 0 and os.path.isfile(Config.MASK_RCNN_FILE)
-
-if MODEL_LOADED:
+MASKRCNN_LOADED = os.path.isfile(Config.MASK_RCNN_FILE)
+if MASKRCNN_LOADED:
     from ..util.mask_rcnn import model as maskrcnn
 else:
     print("MaskRCNN model is disabled.", flush=True)
 
+DEXTR_LOADED = os.path.isfile(Config.DEXTR_FILE)
+if DEXTR_LOADED:
+    from ..util.dextr import model as dextr
+else:
+    print("DEXTR model is disabled.", flush=True)
+
 api = Namespace('model', description='Model related operations')
 
 
 image_upload = reqparse.RequestParser()
 image_upload.add_argument('image', location='files', type=FileStorage, required=True, help='Image')
 
+dextr_args = reqparse.RequestParser()
+dextr_args.add_argument('points', location='json', type=list, required=True)
+dextr_args.add_argument('padding', location='json', type=int, default=50)
+dextr_args.add_argument('threshold', location='json', type=int, default=80)
+
+
+@api.route('/dextr/<int:image_id>')
+class MaskRCNN(Resource):
+
+    @login_required
+    @api.expect(dextr_args)
+    def post(self, image_id):
+        """ COCO data test """
+
+        if not DEXTR_LOADED:
+            return {"disabled": True, "message": "DEXTR is disabled"}, 400
+
+        args = dextr_args.parse_args()
+        points = args.get('points')
+        padding = args.get('padding')
+        threshold = args.get('threshold')
+
+        if len(points) != 4:
+            return {"message": "Invalid points entered"}, 400
+        
+        image_model = ImageModel.objects(id=image_id).first()
+        if not image_model:
+            return {"message": "Invalid image ID"}, 400
+        
+        image = Image.open(image_model.path)
+        result = dextr.predict_mask(image, points)
+
+        return { "segmentaiton": Mask(result).polygons().segmentation }
+
+
 @api.route('/maskrcnn')
 class MaskRCNN(Resource):
 
@@ -27,7 +68,7 @@ class MaskRCNN(Resource):
     @api.expect(image_upload)
     def post(self):
         """ COCO data test """
-        if not MODEL_LOADED:
+        if not MASKRCNN_LOADED:
             return {"disabled": True, "coco": {}}
 
         args = image_upload.parse_args()
diff --git a/app/config.py b/app/config.py
index e1a4917d..bf4e50b4 100644
--- a/app/config.py
+++ b/app/config.py
@@ -31,3 +31,5 @@ class Config:
     # Models
     MASK_RCNN_FILE = os.getenv("MASK_RCNN_FILE", "")
     MASK_RCNN_CLASSES = os.getenv("MASK_RCNN_CLASSES", "BG")
+
+    DEXTR_FILE = os.getenv("DEXTR_FILE", "/models/dextr_pascal-sbd.h5")
diff --git a/app/util/dextr.py b/app/util/dextr.py
new file mode 100644
index 00000000..14e2e7e2
--- /dev/null
+++ b/app/util/dextr.py
@@ -0,0 +1,7 @@
+from dextr import DEXTR
+from ..config import Config
+import os
+
+
+model = DEXTR(nb_classes=1, resnet_layers=101, input_shape=(512, 512), weights_path=Config.DEXTR_FILE,
+              num_input_channels=4, classifier='psp', sigmoid=True)
\ No newline at end of file
diff --git a/client/src/components/annotator/panels/DEXTRPanel.vue b/client/src/components/annotator/panels/DEXTRPanel.vue
new file mode 100755
index 00000000..ab185705
--- /dev/null
+++ b/client/src/components/annotator/panels/DEXTRPanel.vue
@@ -0,0 +1,33 @@
+<template>
+  <div v-show="dextr.isActive">
+    <PanelInputNumber
+      name="Padding"
+      min="0"
+      max="1000"
+      step="2"
+      v-model="dextr.settings.padding"
+    />
+    <PanelInputNumber
+      name="Threshold"
+      min="0"
+      max="100"
+      step="5"
+      v-model="dextr.settings.threshold"
+    />
+  </div>
+</template>
+
+<script>
+import PanelInputNumber from "@/components/PanelInputNumber";
+
+export default {
+  name: "DEXTRPanel",
+  components: { PanelInputNumber },
+  props: {
+    dextr: {
+      type: Object,
+      required: true
+    }
+  }
+};
+</script>
diff --git a/client/src/components/annotator/tools/DEXTRTool.vue b/client/src/components/annotator/tools/DEXTRTool.vue
new file mode 100644
index 00000000..76d0b34a
--- /dev/null
+++ b/client/src/components/annotator/tools/DEXTRTool.vue
@@ -0,0 +1,91 @@
+<script>
+import paper from "paper";
+import tool from "@/mixins/toolBar/tool";
+import axios from "axios";
+
+export default {
+  name: "DEXTRTool",
+  mixins: [tool],
+  props: {
+    scale: {
+      type: Number,
+      default: 1
+    }
+  },
+  data() {
+    return {
+      icon: "fa-crosshairs",
+      name: "DEXTR",
+      cursor: "crosshair",
+      settings: {
+        padding: 50,
+        threshold: 80
+      },
+      points: []
+    };
+  },
+  methods: {
+    createPoint(point) {
+      let paperPoint = new paper.Path.Circle(point, 5);
+      paperPoint.fillColor = this.$parent.currentAnnotation.color;
+      paperPoint.data.point = point;
+      this.points.push(paperPoint);
+    },
+    onMouseDown(event) {
+      this.createPoint(event.point);
+    }
+  },
+  computed: {
+    isDisabled() {
+      return this.$parent.current.annotation == -1;
+    }
+  },
+  watch: {
+    points(newPoints) {
+      if (newPoints.length == 4) {
+        let points = this.points;
+        this.points = [];
+
+        let pointsList = [];
+        let width = this.$parent.image.raster.width / 2;
+        let height = this.$parent.image.raster.height / 2;
+
+        points.forEach(point => {
+          let pt = point.position;
+
+          pointsList.push([
+            Math.round(width + pt.x),
+            Math.round(height + pt.y)
+          ]);
+        });
+
+        axios
+          .post(`/api/model/dextr/${this.$parent.image.id}`, {
+            points: pointsList,
+            ...this.settings
+          })
+          .then(response => {
+            let segments = response.data.segmentaiton;
+            let center = new paper.Point(width, height);
+
+            let compoundPath = new paper.CompoundPath();
+            for (let i = 0; i < segments.length; i++) {
+              let polygon = segments[i];
+              let path = new paper.Path();
+
+              for (let j = 0; j < polygon.length; j += 2) {
+                let point = new paper.Point(polygon[j], polygon[j + 1]);
+                path.add(point.subtract(center));
+              }
+              path.closePath();
+              compoundPath.addChild(path);
+            }
+
+            this.$parent.uniteCurrentAnnotation(compoundPath);
+          })
+          .finally(() => points.forEach(point => point.remove()));
+      }
+    }
+  }
+};
+</script>
diff --git a/client/src/views/Annotator.vue b/client/src/views/Annotator.vue
index 50d497ef..3d14968f 100755
--- a/client/src/views/Annotator.vue
+++ b/client/src/views/Annotator.vue
@@ -45,6 +45,12 @@
           @setcursor="setCursor"
           ref="keypoint"
         />
+        <DEXTRTool
+          v-model="activeTool"
+          :scale="image.scale"
+          @setcursor="setCursor"
+          ref="dextr"
+        />
       </div>
       <hr />
 
@@ -171,6 +177,11 @@
               :current-annotation="currentAnnotation"
             />
           </div>
+          <div v-if="$refs.dextr != null">
+            <DEXTRPanel
+              :dextr="$refs.dextr"
+            />
+          </div>
         </div>
       </div>
     </aside>
@@ -205,6 +216,7 @@ import MagicWandTool from "@/components/annotator/tools/MagicWandTool";
 import EraserTool from "@/components/annotator/tools/EraserTool";
 import BrushTool from "@/components/annotator/tools/BrushTool";
 import KeypointTool from "@/components/annotator/tools/KeypointTool";
+import DEXTRTool from "@/components/annotator/tools/DEXTRTool";
 
 import CopyAnnotationsButton from "@/components/annotator/tools/CopyAnnotationsButton";
 import CenterButton from "@/components/annotator/tools/CenterButton";
@@ -224,6 +236,7 @@ import MagicWandPanel from "@/components/annotator/panels/MagicWandPanel";
 import BrushPanel from "@/components/annotator/panels/BrushPanel";
 import EraserPanel from "@/components/annotator/panels/EraserPanel";
 import KeypointPanel from "@/components/annotator/panels/KeypointPanel";
+import DEXTRPanel from "@/components/annotator/panels/DEXTRPanel";
 
 import { mapMutations } from "vuex";
 
@@ -255,7 +268,9 @@ export default {
     HideAllButton,
     ShowAllButton,
     KeypointPanel,
-    AnnotateButton
+    AnnotateButton,
+    DEXTRTool,
+    DEXTRPanel
   },
   mixins: [toastrs, shortcuts],
   props: {
diff --git a/docker/api/Dockerfile b/docker/api/Dockerfile
index c2aa1727..b3e12ac6 100644
--- a/docker/api/Dockerfile
+++ b/docker/api/Dockerfile
@@ -5,14 +5,20 @@ WORKDIR /workspace/
 # Install python package dependices
 COPY requirements.txt requirements.txt
 RUN pip install -r requirements.txt && \
-        pip install gunicorn[eventlet]==19.9.0 && \
-        pip install pycocotools
+    pip install gunicorn[eventlet]==19.9.0 && \
+    pip install pycocotools
 
 # Install maskrcnn
-RUN git clone --single-branch --depth 1 https://github.com/matterport/Mask_RCNN.git $TEMP_MRCNN_DIR /tmp/maskrcnn && \
-        cd /tmp/maskrcnn && \
-        pip install -r requirements.txt && \
-        python3 setup.py install
+RUN git clone --single-branch --depth 1 https://github.com/matterport/Mask_RCNN.git /tmp/maskrcnn && \
+    cd /tmp/maskrcnn && \
+    pip install -r requirements.txt && \
+    python3 setup.py install
+
+# Install DEXTR
+RUN git clone --single --depth 1 https://github.com/jsbroks/dextr-keras.git /tmp/dextr && \
+    cd /tmp/dextr && \
+    pip install -r requirements.txt && \
+    python setup.py install
 
 COPY ./.git /workspace/.git
 
diff --git a/docker/production/Dockerfile b/docker/production/Dockerfile
index 21ffc78d..32fc519c 100644
--- a/docker/production/Dockerfile
+++ b/docker/production/Dockerfile
@@ -37,6 +37,12 @@ RUN git clone --single-branch --depth 1 https://github.com/matterport/Mask_RCNN.
         pip install -r requirements.txt && \
         python3 setup.py install
 
+# Install DEXTR
+RUN git clone --single --depth 1 https://github.com/jsbroks/dextr-keras.git /tmp/dextr && \
+        cd /tmp/dextr && \
+        pip install -r requirements.txt && \
+        python setup.py install
+
 COPY ./.git /workspace/.git
 COPY ./app /workspace/app
 
diff --git a/models/dextr_pascal_sbd.sh b/models/dextr_pascal_sbd.sh
new file mode 100644
index 00000000..66a76b9a
--- /dev/null
+++ b/models/dextr_pascal_sbd.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+
+wget https://github.com/jsbroks/dextr-keras/releases/download/v1.0.0/dextr_pascal-sbd.h5
\ No newline at end of file