Add RKNN / Object Detection Pipeline (#1144)

Tested on Orange Pi 5 and Cool Pi 4B. Merge with parts of the OpenCV DNN PR. 

Adds support for YOLOv5s models for Rockchip CPUs with a NPU. Right now hard coded to a note model from alex_idk. Very much still incubating and largely untested.
This commit is contained in:
Mohammad Durrani
2024-01-15 22:28:34 -05:00
committed by GitHub
parent e1f550a751
commit 7b67f6bebf
42 changed files with 830 additions and 63 deletions

View File

@@ -8,6 +8,7 @@ import ThresholdTab from "@/components/dashboard/tabs/ThresholdTab.vue";
import ContoursTab from "@/components/dashboard/tabs/ContoursTab.vue";
import AprilTagTab from "@/components/dashboard/tabs/AprilTagTab.vue";
import ArucoTab from "@/components/dashboard/tabs/ArucoTab.vue";
import ObjectDetectionTab from "@/components/dashboard/tabs/ObjectDetectionTab.vue";
import OutputTab from "@/components/dashboard/tabs/OutputTab.vue";
import TargetsTab from "@/components/dashboard/tabs/TargetsTab.vue";
import PnPTab from "@/components/dashboard/tabs/PnPTab.vue";
@@ -40,6 +41,10 @@ const allTabs = Object.freeze({
tabName: "Aruco",
component: ArucoTab
},
objectDetectionTab: {
tabName: "Object Detection",
component: ObjectDetectionTab
},
outputTab: {
tabName: "Output",
component: OutputTab
@@ -75,6 +80,7 @@ const getTabGroups = (): ConfigOption[][] => {
allTabs.contoursTab,
allTabs.apriltagTab,
allTabs.arucoTab,
allTabs.objectDetectionTab,
allTabs.outputTab
],
[allTabs.targetsTab, allTabs.pnpTab, allTabs.map3dTab]
@@ -82,14 +88,21 @@ const getTabGroups = (): ConfigOption[][] => {
} else if (lgAndDown) {
return [
[allTabs.inputTab],
[allTabs.thresholdTab, allTabs.contoursTab, allTabs.apriltagTab, allTabs.arucoTab, allTabs.outputTab],
[
allTabs.thresholdTab,
allTabs.contoursTab,
allTabs.apriltagTab,
allTabs.arucoTab,
allTabs.objectDetectionTab,
allTabs.outputTab
],
[allTabs.targetsTab, allTabs.pnpTab, allTabs.map3dTab]
];
} else if (xl) {
return [
[allTabs.inputTab],
[allTabs.thresholdTab],
[allTabs.contoursTab, allTabs.apriltagTab, allTabs.arucoTab, allTabs.outputTab],
[allTabs.contoursTab, allTabs.apriltagTab, allTabs.arucoTab, allTabs.objectDetectionTab, allTabs.outputTab],
[allTabs.targetsTab, allTabs.pnpTab, allTabs.map3dTab]
];
}
@@ -103,17 +116,20 @@ const tabGroups = computed<ConfigOption[][]>(() => {
const allow3d = useCameraSettingsStore().currentPipelineSettings.solvePNPEnabled;
const isAprilTag = useCameraSettingsStore().currentWebsocketPipelineType === WebsocketPipelineType.AprilTag;
const isAruco = useCameraSettingsStore().currentWebsocketPipelineType === WebsocketPipelineType.Aruco;
const isObjectDetection =
useCameraSettingsStore().currentWebsocketPipelineType === WebsocketPipelineType.ObjectDetection;
return getTabGroups()
.map((tabGroup) =>
tabGroup.filter(
(tabConfig) =>
!(!allow3d && tabConfig.tabName === "3D") && //Filter out 3D tab any time 3D isn't calibrated
!((!allow3d || isAprilTag || isAruco) && tabConfig.tabName === "PnP") && //Filter out the PnP config tab if 3D isn't available, or we're doing AprilTags
!((isAprilTag || isAruco) && tabConfig.tabName === "Threshold") && //Filter out threshold tab if we're doing AprilTags
!((isAprilTag || isAruco) && tabConfig.tabName === "Contours") && //Filter out contours if we're doing AprilTags
!((!allow3d || isAprilTag || isAruco || isObjectDetection) && tabConfig.tabName === "PnP") && //Filter out the PnP config tab if 3D isn't available, or we're doing AprilTags
!((isAprilTag || isAruco || isObjectDetection) && tabConfig.tabName === "Threshold") && //Filter out threshold tab if we're doing AprilTags
!((isAprilTag || isAruco || isObjectDetection) && tabConfig.tabName === "Contours") && //Filter out contours if we're doing AprilTags
!(!isAprilTag && tabConfig.tabName === "AprilTag") && //Filter out apriltag unless we actually are doing AprilTags
!(!isAruco && tabConfig.tabName === "Aruco") //Filter out aruco unless we actually are doing Aruco
!(!isAruco && tabConfig.tabName === "Aruco") &&
!(!isObjectDetection && tabConfig.tabName === "Object Detection") //Filter out aruco unless we actually are doing Aruco
)
)
.filter((it) => it.length); // Remove empty tab groups