diff --git a/invokeai/frontend/web/src/common/components/IAIDndImage.tsx b/invokeai/frontend/web/src/common/components/IAIDndImage.tsx
index a6667e73be..1451f82677 100644
--- a/invokeai/frontend/web/src/common/components/IAIDndImage.tsx
+++ b/invokeai/frontend/web/src/common/components/IAIDndImage.tsx
@@ -48,7 +48,7 @@ const IAIDndImage = (props: IAIDndImageProps) => {
     isDragDisabled = false,
     fallback = <IAIImageFallback />,
     payloadImage,
-    minSize = 36,
+    minSize = 24,
   } = props;
   const dndId = useRef(uuidv4());
   const { getUrl } = useGetUrl();
diff --git a/invokeai/frontend/web/src/common/components/IAISimpleCheckbox.tsx b/invokeai/frontend/web/src/common/components/IAISimpleCheckbox.tsx
index 4d21d3d3d0..2d28b5b72e 100644
--- a/invokeai/frontend/web/src/common/components/IAISimpleCheckbox.tsx
+++ b/invokeai/frontend/web/src/common/components/IAISimpleCheckbox.tsx
@@ -1,8 +1,8 @@
 import { Checkbox, CheckboxProps, Text } from '@chakra-ui/react';
-import { memo, ReactNode } from 'react';
+import { memo, ReactElement } from 'react';
 
 type IAISimpleCheckboxProps = CheckboxProps & {
-  label: string | ReactNode;
+  label: string | ReactElement;
 };
 
 const IAISimpleCheckbox = (props: IAISimpleCheckboxProps) => {
diff --git a/invokeai/frontend/web/src/features/controlNet/components/ControlNet.tsx b/invokeai/frontend/web/src/features/controlNet/components/ControlNet.tsx
index 803444d96b..2b86ca0e4d 100644
--- a/invokeai/frontend/web/src/features/controlNet/components/ControlNet.tsx
+++ b/invokeai/frontend/web/src/features/controlNet/components/ControlNet.tsx
@@ -58,11 +58,7 @@ const ControlNet = (props: ControlNetProps) => {
 
   return (
     <Flex sx={{ flexDir: 'column', gap: 3 }}>
-      <ControlNetImagePreview
-        controlNetId={controlNetId}
-        controlImage={controlImage}
-        processedControlImage={processedControlImage}
-      />
+      <ControlNetImagePreview controlNet={props.controlNet} />
       <ParamControlNetModel controlNetId={controlNetId} model={model} />
       <Tabs
         isFitted
diff --git a/invokeai/frontend/web/src/features/controlNet/components/ControlNetImagePreview.tsx b/invokeai/frontend/web/src/features/controlNet/components/ControlNetImagePreview.tsx
index 9be1049d99..86a5a06569 100644
--- a/invokeai/frontend/web/src/features/controlNet/components/ControlNetImagePreview.tsx
+++ b/invokeai/frontend/web/src/features/controlNet/components/ControlNetImagePreview.tsx
@@ -1,6 +1,7 @@
-import { memo, useCallback, useState } from 'react';
+import { memo, useCallback, useRef, useState } from 'react';
 import { ImageDTO } from 'services/api';
 import {
+  ControlNet,
   controlNetImageChanged,
   controlNetSelector,
 } from '../store/controlNetSlice';
@@ -11,6 +12,7 @@ import { createSelector } from '@reduxjs/toolkit';
 import { defaultSelectorOptions } from 'app/store/util/defaultMemoizeOptions';
 import { AnimatePresence, motion } from 'framer-motion';
 import { IAIImageFallback } from 'common/components/IAIImageFallback';
+import { useHoverDirty } from 'react-use';
 
 const selector = createSelector(
   controlNetSelector,
@@ -22,18 +24,21 @@ const selector = createSelector(
 );
 
 type Props = {
-  controlNetId: string;
-  controlImage: ImageDTO | null;
-  processedControlImage: ImageDTO | null;
+  controlNet: ControlNet;
 };
 
 const ControlNetImagePreview = (props: Props) => {
-  const { controlNetId, controlImage, processedControlImage } = props;
+  const {
+    controlNetId,
+    controlImage,
+    processedControlImage,
+    isControlImageProcessed,
+  } = props.controlNet;
   const dispatch = useAppDispatch();
   const { isProcessingControlImage } = useAppSelector(selector);
+  const containerRef = useRef<HTMLDivElement>(null);
 
-  const [shouldShowProcessedImage, setShouldShowProcessedImage] =
-    useState(true);
+  const isMouseOverImage = useHoverDirty(containerRef);
 
   const handleControlImageChanged = useCallback(
     (controlImage: ImageDTO) => {
@@ -46,12 +51,15 @@ const ControlNetImagePreview = (props: Props) => {
     Number(controlImage?.width) > Number(processedControlImage?.width) ||
     Number(controlImage?.height) > Number(processedControlImage?.height);
 
+  const shouldShowProcessedImage =
+    controlImage &&
+    processedControlImage &&
+    !isMouseOverImage &&
+    !isProcessingControlImage &&
+    !isControlImageProcessed;
+
   return (
-    <Box
-      sx={{ position: 'relative', h: 'inherit' }}
-      onMouseOver={() => setShouldShowProcessedImage(false)}
-      onMouseOut={() => setShouldShowProcessedImage(true)}
-    >
+    <Box ref={containerRef} sx={{ position: 'relative', w: 'full', h: 'full' }}>
       <IAIDndImage
         image={controlImage}
         onDrop={handleControlImageChanged}
diff --git a/invokeai/frontend/web/src/features/controlNet/components/ControlNetMini.tsx b/invokeai/frontend/web/src/features/controlNet/components/ControlNetMini.tsx
index 7d7b329b71..7444bc727d 100644
--- a/invokeai/frontend/web/src/features/controlNet/components/ControlNetMini.tsx
+++ b/invokeai/frontend/web/src/features/controlNet/components/ControlNetMini.tsx
@@ -1,29 +1,26 @@
 import { memo, useCallback } from 'react';
 import {
   ControlNet,
-  controlNetProcessedImageChanged,
+  controlNetAdded,
   controlNetRemoved,
+  controlNetToggled,
+  isControlNetImageProcessedToggled,
 } from '../store/controlNetSlice';
 import { useAppDispatch } from 'app/store/storeHooks';
 import ParamControlNetModel from './parameters/ParamControlNetModel';
 import ParamControlNetWeight from './parameters/ParamControlNetWeight';
 import {
-  Box,
+  Checkbox,
   Flex,
-  Tab,
-  TabList,
-  TabPanel,
-  TabPanels,
-  Tabs,
-  Text,
+  FormControl,
+  FormLabel,
+  HStack,
 } from '@chakra-ui/react';
-import IAIButton from 'common/components/IAIButton';
-import { FaUndo } from 'react-icons/fa';
-import ParamControlNetProcessorSelect from './parameters/ParamControlNetProcessorSelect';
-import ControlNetProcessorComponent from './ControlNetProcessorComponent';
-import ControlNetPreprocessButton from './ControlNetPreprocessButton';
+import { FaCopy, FaTrash } from 'react-icons/fa';
 import ParamControlNetBeginEnd from './parameters/ParamControlNetBeginEnd';
 import ControlNetImagePreview from './ControlNetImagePreview';
+import IAIIconButton from 'common/components/IAIIconButton';
+import { v4 as uuidv4 } from 'uuid';
 
 type ControlNetProps = {
   controlNet: ControlNet;
@@ -43,56 +40,111 @@ const ControlNet = (props: ControlNetProps) => {
     processorNode,
   } = props.controlNet;
   const dispatch = useAppDispatch();
-  const handleReset = useCallback(() => {
-    dispatch(
-      controlNetProcessedImageChanged({
-        controlNetId,
-        processedControlImage: null,
-      })
-    );
+
+  const handleDelete = useCallback(() => {
+    dispatch(controlNetRemoved(controlNetId));
   }, [controlNetId, dispatch]);
 
-  const handleControlNetRemoved = useCallback(() => {
-    dispatch(controlNetRemoved(controlNetId));
+  const handleDuplicate = useCallback(() => {
+    dispatch(
+      controlNetAdded({ controlNetId: uuidv4(), controlNet: props.controlNet })
+    );
+  }, [dispatch, props.controlNet]);
+
+  const handleToggleIsEnabled = useCallback(() => {
+    dispatch(controlNetToggled(controlNetId));
+  }, [controlNetId, dispatch]);
+
+  const handleToggleIsPreprocessed = useCallback(() => {
+    dispatch(isControlNetImageProcessedToggled(controlNetId));
   }, [controlNetId, dispatch]);
 
   return (
     <Flex
       sx={{
-        gap: 4,
-        p: 2,
-        paddingInlineEnd: 4,
-        bg: 'base.850',
-        borderRadius: 'base',
+        flexDir: 'column',
+        gap: 2,
       }}
     >
+      <HStack>
+        <ParamControlNetModel controlNetId={controlNetId} model={model} />
+        <IAIIconButton
+          size="sm"
+          tooltip="Duplicate ControlNet"
+          aria-label="Duplicate ControlNet"
+          onClick={handleDuplicate}
+          icon={<FaCopy />}
+        />
+        <IAIIconButton
+          size="sm"
+          tooltip="Delete ControlNet"
+          aria-label="Delete ControlNet"
+          colorScheme="error"
+          onClick={handleDelete}
+          icon={<FaTrash />}
+        />
+      </HStack>
       <Flex
         sx={{
-          alignItems: 'center',
-          justifyContent: 'center',
-          h: 36,
-          w: 36,
+          gap: 4,
+          paddingInlineEnd: 2,
         }}
       >
-        <ControlNetImagePreview
-          controlNetId={controlNetId}
-          controlImage={controlImage}
-          processedControlImage={processedControlImage}
-        />
-      </Flex>
-      <Flex sx={{ flexDir: 'column', gap: 2, w: 'full', h: 'full' }}>
-        <ParamControlNetModel controlNetId={controlNetId} model={model} />
-        <ParamControlNetWeight
-          controlNetId={controlNetId}
-          weight={weight}
-          mini
-        />
-        <ParamControlNetBeginEnd
-          controlNetId={controlNetId}
-          beginStepPct={beginStepPct}
-          endStepPct={endStepPct}
-          mini
-        />
+        <Flex
+          sx={{
+            alignItems: 'center',
+            justifyContent: 'center',
+            h: 32,
+            w: 32,
+            aspectRatio: '1/1',
+          }}
+        >
+          <ControlNetImagePreview controlNet={props.controlNet} />
+        </Flex>
+        <Flex
+          sx={{
+            flexDir: 'column',
+            gap: 2,
+            w: 'full',
+            justifyContent: 'space-between',
+          }}
+        >
+          <ParamControlNetWeight
+            controlNetId={controlNetId}
+            weight={weight}
+            mini
+          />
+          <ParamControlNetBeginEnd
+            controlNetId={controlNetId}
+            beginStepPct={beginStepPct}
+            endStepPct={endStepPct}
+            mini
+          />
+          <Flex
+            sx={{
+              justifyContent: 'space-between',
+            }}
+          >
+            <FormControl>
+              <HStack>
+                <Checkbox
+                  isChecked={isEnabled}
+                  onChange={handleToggleIsEnabled}
+                />
+                <FormLabel>Enabled</FormLabel>
+              </HStack>
+            </FormControl>
+            <FormControl>
+              <HStack>
+                <Checkbox
+                  isChecked={isControlImageProcessed}
+                  onChange={handleToggleIsPreprocessed}
+                />
+                <FormLabel>Preprocessed</FormLabel>
+              </HStack>
+            </FormControl>
+          </Flex>
+        </Flex>
       </Flex>
     </Flex>
   );
diff --git a/invokeai/frontend/web/src/features/controlNet/components/parameters/ParamControlNetBeginEnd.tsx b/invokeai/frontend/web/src/features/controlNet/components/parameters/ParamControlNetBeginEnd.tsx
index e258d4cf29..bb2f151193 100644
--- a/invokeai/frontend/web/src/features/controlNet/components/parameters/ParamControlNetBeginEnd.tsx
+++ b/invokeai/frontend/web/src/features/controlNet/components/parameters/ParamControlNetBeginEnd.tsx
@@ -50,7 +50,7 @@ const ParamControlNetBeginEnd = (props: Props) => {
 
   return (
     <FormControl>
-      <FormLabel>Begin & End Step %</FormLabel>
+      <FormLabel>Begin / End Step Percentage</FormLabel>
       <HStack w="100%" gap={2} alignItems="center">
         <RangeSlider
           aria-label={['Begin Step %', 'End Step %']}
@@ -72,7 +72,6 @@ const ParamControlNetBeginEnd = (props: Props) => {
           </Tooltip>
           {!mini && (
             <>
-              {' '}
               <RangeSliderMark
                 value={0}
                 sx={{
diff --git a/invokeai/frontend/web/src/features/controlNet/store/controlNetSlice.ts b/invokeai/frontend/web/src/features/controlNet/store/controlNetSlice.ts
index ef218add2e..1155567d73 100644
--- a/invokeai/frontend/web/src/features/controlNet/store/controlNetSlice.ts
+++ b/invokeai/frontend/web/src/features/controlNet/store/controlNetSlice.ts
@@ -72,11 +72,11 @@ export const controlNetSlice = createSlice({
     },
     controlNetAdded: (
       state,
-      action: PayloadAction<{ controlNetId: string }>
+      action: PayloadAction<{ controlNetId: string; controlNet?: ControlNet }>
     ) => {
-      const { controlNetId } = action.payload;
+      const { controlNetId, controlNet } = action.payload;
       state.controlNets[controlNetId] = {
-        ...initialControlNet,
+        ...(controlNet ?? initialControlNet),
         controlNetId,
       };
     },
@@ -116,11 +116,9 @@ export const controlNetSlice = createSlice({
     },
     isControlNetImageProcessedToggled: (
       state,
-      action: PayloadAction<{
-        controlNetId: string;
-      }>
+      action: PayloadAction<string>
     ) => {
-      const { controlNetId } = action.payload;
+      const controlNetId = action.payload;
       state.controlNets[controlNetId].isControlImageProcessed =
         !state.controlNets[controlNetId].isControlImageProcessed;
     },
diff --git a/invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildTextToImageGraph.ts b/invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildTextToImageGraph.ts
index 9975d446a3..161f857bd7 100644
--- a/invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildTextToImageGraph.ts
+++ b/invokeai/frontend/web/src/features/nodes/util/graphBuilders/buildTextToImageGraph.ts
@@ -346,6 +346,11 @@ export const buildTextToImageGraph = (state: RootState): Graph => {
         weight,
       } = controlNet;
 
+      if (!isEnabled) {
+        // Skip disabled ControlNets
+        return;
+      }
+
       const controlNetNode: ControlNetInvocation = {
         id: `control_net_${controlNetId}`,
         type: 'controlnet',
@@ -355,14 +360,14 @@ export const buildTextToImageGraph = (state: RootState): Graph => {
         control_weight: weight,
       };
 
-      if (processedControlImage) {
+      if (processedControlImage && !isControlImageProcessed) {
         // We've already processed the image in the app, so we can just use the processed image
         const { image_name, image_origin } = processedControlImage;
         controlNetNode.image = {
           image_name,
           image_origin,
         };
-      } else if (controlImage) {
+      } else if (controlImage && isControlImageProcessed) {
         // The control image is preprocessed
         const { image_name, image_origin } = controlImage;
         controlNetNode.image = {
@@ -370,9 +375,10 @@ export const buildTextToImageGraph = (state: RootState): Graph => {
           image_origin,
         };
       } else {
-        // The control image is not processed, so we need to add a preprocess node
-        // TODO: Add preprocess node
+        // Skip ControlNets without an unprocessed image - should never happen if everything is working correctly
+        return;
       }
+
       graph.nodes[controlNetNode.id] = controlNetNode;
 
       if (size(controlNets) > 1) {
diff --git a/invokeai/frontend/web/src/features/parameters/components/Parameters/ControlNet/ParamControlNetCollapse.tsx b/invokeai/frontend/web/src/features/parameters/components/Parameters/ControlNet/ParamControlNetCollapse.tsx
index 2359e5123c..6369ab56de 100644
--- a/invokeai/frontend/web/src/features/parameters/components/Parameters/ControlNet/ParamControlNetCollapse.tsx
+++ b/invokeai/frontend/web/src/features/parameters/components/Parameters/ControlNet/ParamControlNetCollapse.tsx
@@ -1,6 +1,6 @@
 import {
+  Divider,
   Flex,
-  Spacer,
   Tab,
   TabList,
   TabPanel,
@@ -9,7 +9,7 @@ import {
 } from '@chakra-ui/react';
 import { useTranslation } from 'react-i18next';
 import IAICollapse from 'common/components/IAICollapse';
-import { memo, useCallback } from 'react';
+import { Fragment, memo, useCallback } from 'react';
 import IAIIconButton from 'common/components/IAIIconButton';
 import { FaPlus } from 'react-icons/fa';
 import ControlNet from 'features/controlNet/components/ControlNet';
@@ -21,11 +21,11 @@ import {
   isControlNetEnabledToggled,
 } from 'features/controlNet/store/controlNetSlice';
 import { defaultSelectorOptions } from 'app/store/util/defaultMemoizeOptions';
-import { map, startCase } from 'lodash-es';
+import { map } from 'lodash-es';
 import { v4 as uuidv4 } from 'uuid';
-import { CloseIcon } from '@chakra-ui/icons';
 import ControlNetMini from 'features/controlNet/components/ControlNetMini';
 import { useFeatureStatus } from 'features/system/hooks/useFeatureStatus';
+import IAIButton from 'common/components/IAIButton';
 
 const selector = createSelector(
   controlNetSelector,
@@ -56,11 +56,26 @@ const ParamControlNetCollapse = () => {
   }
 
   return (
-    <>
-      {controlNetsArray.map((c) => (
-        <ControlNetMini key={c.controlNetId} controlNet={c} />
-      ))}
-    </>
+    <IAICollapse
+      label={'ControlNet'}
+      isOpen={isEnabled}
+      onToggle={handleClickControlNetToggle}
+      withSwitch
+    >
+      {controlNetsArray.length === 0 && (
+        <IAIButton onClick={handleClickedAddControlNet}>
+          Add ControlNet
+        </IAIButton>
+      )}
+      <Flex sx={{ flexDir: 'column', gap: 4 }}>
+        {controlNetsArray.map((c, i) => (
+          <Fragment key={c.controlNetId}>
+            {i > 0 && <Divider />}
+            <ControlNetMini controlNet={c} />
+          </Fragment>
+        ))}
+      </Flex>
+    </IAICollapse>
   );
 
   return (