docker/main/build_pysqlite3.sh

@@ -5,12 +5,6 @@ set -euxo pipefail
 SQLITE3_VERSION="3.46.1"
 PYSQLITE3_VERSION="0.5.3"
 
-# Install libsqlite3-dev if not present (needed for some base images like NVIDIA TensorRT)
-if ! dpkg -l | grep -q libsqlite3-dev; then
-  echo "Installing libsqlite3-dev for compilation..."
-  apt-get update && apt-get install -y libsqlite3-dev && rm -rf /var/lib/apt/lists/*
-fi
-
 # Fetch the pre-built sqlite amalgamation instead of building from source
 if [[ ! -d "sqlite" ]]; then
   mkdir sqlite

docker/tensorrt/Dockerfile.arm64

@@ -112,7 +112,7 @@ RUN apt-get update \
     && apt-get install -y protobuf-compiler libprotobuf-dev \
     && rm -rf /var/lib/apt/lists/*
 RUN --mount=type=bind,source=docker/tensorrt/requirements-models-arm64.txt,target=/requirements-tensorrt-models.txt \
-    pip3 wheel --wheel-dir=/trt-model-wheels --no-deps -r /requirements-tensorrt-models.txt
+    pip3 wheel --wheel-dir=/trt-model-wheels -r /requirements-tensorrt-models.txt
 
 FROM wget AS jetson-ffmpeg
 ARG DEBIAN_FRONTEND
@@ -145,8 +145,7 @@ COPY --from=trt-wheels /etc/TENSORRT_VER /etc/TENSORRT_VER
 RUN --mount=type=bind,from=trt-wheels,source=/trt-wheels,target=/deps/trt-wheels \
     --mount=type=bind,from=trt-model-wheels,source=/trt-model-wheels,target=/deps/trt-model-wheels \
     pip3 uninstall -y onnxruntime \
-    && pip3 install -U /deps/trt-wheels/*.whl \
+    && pip3 install -U /deps/trt-wheels/*.whl /deps/trt-model-wheels/*.whl \
-    && pip3 install -U /deps/trt-model-wheels/*.whl \
     && ldconfig
 
 WORKDIR /opt/frigate/

frigate/data_processing/real_time/custom_classification.py

@@ -466,7 +466,6 @@ class CustomObjectClassificationProcessor(RealTimeProcessorApi):
             now,
             self.labelmap[best_id],
             score,
-            max_files=200,
         )
 
         if score < self.model_config.threshold:
@@ -530,7 +529,6 @@ def write_classification_attempt(
     timestamp: float,
     label: str,
     score: float,
-    max_files: int = 100,
 ) -> None:
     if "-" in label:
         label = label.replace("-", "_")
@@ -546,5 +544,5 @@ def write_classification_attempt(
     )
 
     # delete oldest face image if maximum is reached
-    if len(files) > max_files:
+    if len(files) > 100:
         os.unlink(os.path.join(folder, files[-1]))

web/public/locales/en/views/classificationModel.json

@@ -10,27 +10,23 @@
     "deleteImages": "Delete Images",
     "trainModel": "Train Model",
     "addClassification": "Add Classification",
-    "deleteModels": "Delete Models",
+    "deleteModels": "Delete Models"
-    "editModel": "Edit Model"
   },
   "toast": {
     "success": {
       "deletedCategory": "Deleted Class",
       "deletedImage": "Deleted Images",
-      "deletedModel_one": "Successfully deleted {{count}} model",
+      "deletedModel": "Successfully deleted {{count}} model(s)",
-      "deletedModel_other": "Successfully deleted {{count}} models",
       "categorizedImage": "Successfully Classified Image",
       "trainedModel": "Successfully trained model.",
-      "trainingModel": "Successfully started model training.",
+      "trainingModel": "Successfully started model training."
-      "updatedModel": "Successfully updated model configuration"
     },
     "error": {
       "deleteImageFailed": "Failed to delete: {{errorMessage}}",
       "deleteCategoryFailed": "Failed to delete class: {{errorMessage}}",
       "deleteModelFailed": "Failed to delete model: {{errorMessage}}",
       "categorizeFailed": "Failed to categorize image: {{errorMessage}}",
-      "trainingFailed": "Failed to start model training: {{errorMessage}}",
+      "trainingFailed": "Failed to start model training: {{errorMessage}}"
-      "updateModelFailed": "Failed to update model: {{errorMessage}}"
     }
   },
   "deleteCategory": {
@@ -42,12 +38,6 @@
     "single": "Are you sure you want to delete {{name}}? This will permanently delete all associated data including images and training data. This action cannot be undone.",
     "desc": "Are you sure you want to delete {{count}} model(s)? This will permanently delete all associated data including images and training data. This action cannot be undone."
   },
-  "edit": {
-    "title": "Edit Classification Model",
-    "descriptionState": "Edit the classes for this state classification model. Changes will require retraining the model.",
-    "descriptionObject": "Edit the object type and classification type for this object classification model.",
-    "stateClassesInfo": "Note: Changing state classes requires retraining the model with the updated classes."
-  },
   "deleteDatasetImages": {
     "title": "Delete Dataset Images",
     "desc": "Are you sure you want to delete {{count}} images from {{dataset}}? This action cannot be undone and will require re-training the model."

web/src/components/card/ClassificationCard.tsx

@@ -7,7 +7,7 @@ import {
 } from "@/types/classification";
 import { Event } from "@/types/event";
 import { forwardRef, useMemo, useRef, useState } from "react";
-import { isDesktop, isMobile, isMobileOnly } from "react-device-detect";
+import { isDesktop, isMobile } from "react-device-detect";
 import { useTranslation } from "react-i18next";
 import TimeAgo from "../dynamic/TimeAgo";
 import { Tooltip, TooltipContent, TooltipTrigger } from "../ui/tooltip";
@@ -264,8 +264,8 @@ export function GroupedClassificationCard({
 
   const Overlay = isDesktop ? Dialog : MobilePage;
   const Trigger = isDesktop ? DialogTrigger : MobilePageTrigger;
-  const Content = isDesktop ? DialogContent : MobilePageContent;
   const Header = isDesktop ? DialogHeader : MobilePageHeader;
+  const Content = isDesktop ? DialogContent : MobilePageContent;
   const ContentTitle = isDesktop ? DialogTitle : MobilePageTitle;
   const ContentDescription = isDesktop
     ? DialogDescription
@@ -298,9 +298,9 @@ export function GroupedClassificationCard({
         <Trigger asChild></Trigger>
         <Content
           className={cn(
-            "scrollbar-container",
+            "",
             isDesktop && "min-w-[50%] max-w-[65%]",
-            isMobile && "overflow-y-auto",
+            isMobile && "flex flex-col",
           )}
           onOpenAutoFocus={(e) => e.preventDefault()}
         >
@@ -308,16 +308,16 @@ export function GroupedClassificationCard({
             <Header
               className={cn(
                 "mx-2 flex flex-row items-center gap-4",
-                isMobileOnly && "top-0 mx-4",
+                isMobile && "flex-shrink-0",
               )}
             >
-              <div
+              <div>
+                <ContentTitle
                   className={cn(
-                  "",
+                    "flex items-center gap-2 font-normal capitalize",
-                  isMobile && "flex flex-col items-center justify-center",
+                    isMobile && "px-2",
                   )}
                 >
-                <ContentTitle className="flex items-center gap-2 font-normal capitalize">
                   {event?.sub_label && event.sub_label !== "none"
                     ? event.sub_label
                     : t(noClassificationLabel)}
@@ -390,7 +390,7 @@ export function GroupedClassificationCard({
               className={cn(
                 "grid w-full auto-rows-min grid-cols-2 gap-2 sm:grid-cols-3 md:grid-cols-4 lg:grid-cols-6 xl:grid-cols-6 2xl:grid-cols-8",
                 isDesktop && "p-2",
-                isMobile && "px-4 pb-4",
+                isMobile && "scrollbar-container flex-1 overflow-y-auto",
               )}
             >
               {group.map((data: ClassificationItemData) => (

web/src/components/card/ReviewCard.tsx

@@ -38,7 +38,6 @@ import { Button, buttonVariants } from "../ui/button";
 import { Trans, useTranslation } from "react-i18next";
 import { cn } from "@/lib/utils";
 import { LuCircle } from "react-icons/lu";
-import { MdAutoAwesome } from "react-icons/md";
 
 type ReviewCardProps = {
   event: ReviewSegment;
@@ -165,7 +164,8 @@ export default function ReviewCard({
       <div className="flex items-center justify-between">
         <Tooltip>
           <TooltipTrigger asChild>
-            <div className="flex items-center gap-2">
+            <div className="flex items-center justify-evenly gap-1">
+              <>
                 <LuCircle
                   className={cn(
                     "size-2",
@@ -174,24 +174,19 @@ export default function ReviewCard({
                       : "fill-severity_detection text-severity_detection",
                   )}
                 />
-              <div className="flex items-center gap-1">
+                {event.data.objects.map((object) => {
-                {event.data.objects.map((object, idx) => (
+                  return getIconForLabel(
-                  <div
+                    object,
-                    key={`${object}-${idx}`}
+                    "size-3 text-primary dark:text-white",
-                    className="rounded-full bg-muted-foreground p-1"
+                  );
-                  >
+                })}
-                    {getIconForLabel(object, "size-3 text-white")}
+                {event.data.audio.map((audio) => {
-                  </div>
+                  return getIconForLabel(
-                ))}
+                    audio,
-                {event.data.audio.map((audio, idx) => (
+                    "size-3 text-primary dark:text-white",
-                  <div
+                  );
-                    key={`${audio}-${idx}`}
+                })}
-                    className="rounded-full bg-muted-foreground p-1"
+              </>
-                  >
-                    {getIconForLabel(audio, "size-3 text-white")}
-                  </div>
-                ))}
-              </div>
               <div className="font-extra-light text-xs">{formattedDate}</div>
             </div>
           </TooltipTrigger>
@@ -218,14 +213,6 @@ export default function ReviewCard({
           dense
         />
       </div>
-      {event.data.metadata?.title && (
-        <div className="flex items-center gap-1.5 rounded bg-secondary/50">
-          <MdAutoAwesome className="size-3 shrink-0 text-primary" />
-          <span className="truncate text-xs text-primary">
-            {event.data.metadata.title}
-          </span>
-        </div>
-      )}
     </div>
   );
 

web/src/components/classification/ClassificationModelEditDialog.tsx

@@ -1,477 +0,0 @@
-import { Button } from "@/components/ui/button";
-import {
-  Dialog,
-  DialogContent,
-  DialogDescription,
-  DialogHeader,
-  DialogTitle,
-} from "@/components/ui/dialog";
-import {
-  Form,
-  FormControl,
-  FormField,
-  FormItem,
-  FormLabel,
-  FormMessage,
-} from "@/components/ui/form";
-import { Input } from "@/components/ui/input";
-import { Label } from "@/components/ui/label";
-import { RadioGroup, RadioGroupItem } from "@/components/ui/radio-group";
-import {
-  Select,
-  SelectContent,
-  SelectItem,
-  SelectTrigger,
-  SelectValue,
-} from "@/components/ui/select";
-import {
-  CustomClassificationModelConfig,
-  FrigateConfig,
-} from "@/types/frigateConfig";
-import { getTranslatedLabel } from "@/utils/i18n";
-import { zodResolver } from "@hookform/resolvers/zod";
-import axios from "axios";
-import { useCallback, useEffect, useMemo, useState } from "react";
-import { useForm } from "react-hook-form";
-import { useTranslation } from "react-i18next";
-import { LuPlus, LuX } from "react-icons/lu";
-import { toast } from "sonner";
-import useSWR from "swr";
-import { z } from "zod";
-
-type ClassificationModelEditDialogProps = {
-  open: boolean;
-  model: CustomClassificationModelConfig;
-  onClose: () => void;
-  onSuccess: () => void;
-};
-
-type ObjectClassificationType = "sub_label" | "attribute";
-
-type ObjectFormData = {
-  objectLabel: string;
-  objectType: ObjectClassificationType;
-};
-
-type StateFormData = {
-  classes: string[];
-};
-
-export default function ClassificationModelEditDialog({
-  open,
-  model,
-  onClose,
-  onSuccess,
-}: ClassificationModelEditDialogProps) {
-  const { t } = useTranslation(["views/classificationModel"]);
-  const { data: config } = useSWR<FrigateConfig>("config");
-  const [isSaving, setIsSaving] = useState(false);
-
-  const isStateModel = model.state_config !== undefined;
-  const isObjectModel = model.object_config !== undefined;
-
-  const objectLabels = useMemo(() => {
-    if (!config) return [];
-
-    const labels = new Set<string>();
-
-    Object.values(config.cameras).forEach((cameraConfig) => {
-      if (!cameraConfig.enabled || !cameraConfig.enabled_in_config) {
-        return;
-      }
-
-      cameraConfig.objects.track.forEach((label) => {
-        if (!config.model.all_attributes.includes(label)) {
-          labels.add(label);
-        }
-      });
-    });
-
-    return [...labels].sort();
-  }, [config]);
-
-  // Define form schema based on model type
-  const formSchema = useMemo(() => {
-    if (isObjectModel) {
-      return z.object({
-        objectLabel: z
-          .string()
-          .min(1, t("wizard.step1.errors.objectLabelRequired")),
-        objectType: z.enum(["sub_label", "attribute"]),
-      });
-    } else {
-      // State model
-      return z.object({
-        classes: z
-          .array(z.string())
-          .min(1, t("wizard.step1.errors.classRequired"))
-          .refine(
-            (classes) => {
-              const nonEmpty = classes.filter((c) => c.trim().length > 0);
-              return nonEmpty.length >= 2;
-            },
-            { message: t("wizard.step1.errors.stateRequiresTwoClasses") },
-          )
-          .refine(
-            (classes) => {
-              const nonEmpty = classes.filter((c) => c.trim().length > 0);
-              const unique = new Set(nonEmpty.map((c) => c.toLowerCase()));
-              return unique.size === nonEmpty.length;
-            },
-            { message: t("wizard.step1.errors.classesUnique") },
-          ),
-      });
-    }
-  }, [isObjectModel, t]);
-
-  const form = useForm<ObjectFormData | StateFormData>({
-    resolver: zodResolver(formSchema),
-    defaultValues: isObjectModel
-      ? ({
-          objectLabel: model.object_config?.objects?.[0] || "",
-          objectType:
-            (model.object_config
-              ?.classification_type as ObjectClassificationType) || "sub_label",
-        } as ObjectFormData)
-      : ({
-          classes: [""], // Will be populated from dataset
-        } as StateFormData),
-    mode: "onChange",
-  });
-
-  // Fetch dataset to get current classes for state models
-  const { data: dataset } = useSWR<{
-    [id: string]: string[];
-  }>(isStateModel ? `classification/${model.name}/dataset` : null, {
-    revalidateOnFocus: false,
-  });
-
-  // Update form with classes from dataset when loaded
-  useEffect(() => {
-    if (isStateModel && dataset) {
-      const classes = Object.keys(dataset).filter((key) => key !== "none");
-      if (classes.length > 0) {
-        (form as ReturnType<typeof useForm<StateFormData>>).setValue(
-          "classes",
-          classes,
-        );
-      }
-    }
-  }, [dataset, isStateModel, form]);
-
-  const watchedClasses = isStateModel
-    ? (form as ReturnType<typeof useForm<StateFormData>>).watch("classes")
-    : undefined;
-  const watchedObjectType = isObjectModel
-    ? (form as ReturnType<typeof useForm<ObjectFormData>>).watch("objectType")
-    : undefined;
-
-  const handleAddClass = useCallback(() => {
-    const currentClasses = (
-      form as ReturnType<typeof useForm<StateFormData>>
-    ).getValues("classes");
-    (form as ReturnType<typeof useForm<StateFormData>>).setValue(
-      "classes",
-      [...currentClasses, ""],
-      {
-        shouldValidate: true,
-      },
-    );
-  }, [form]);
-
-  const handleRemoveClass = useCallback(
-    (index: number) => {
-      const currentClasses = (
-        form as ReturnType<typeof useForm<StateFormData>>
-      ).getValues("classes");
-      const newClasses = currentClasses.filter((_, i) => i !== index);
-
-      // Ensure at least one field remains (even if empty)
-      if (newClasses.length === 0) {
-        (form as ReturnType<typeof useForm<StateFormData>>).setValue(
-          "classes",
-          [""],
-          { shouldValidate: true },
-        );
-      } else {
-        (form as ReturnType<typeof useForm<StateFormData>>).setValue(
-          "classes",
-          newClasses,
-          { shouldValidate: true },
-        );
-      }
-    },
-    [form],
-  );
-
-  const onSubmit = useCallback(
-    async (data: ObjectFormData | StateFormData) => {
-      setIsSaving(true);
-      try {
-        if (isObjectModel) {
-          const objectData = data as ObjectFormData;
-
-          // Update the config
-          await axios.put("/config/set", {
-            requires_restart: 0,
-            update_topic: `config/classification/custom/${model.name}`,
-            config_data: {
-              classification: {
-                custom: {
-                  [model.name]: {
-                    enabled: model.enabled,
-                    name: model.name,
-                    threshold: model.threshold,
-                    object_config: {
-                      objects: [objectData.objectLabel],
-                      classification_type: objectData.objectType,
-                    },
-                  },
-                },
-              },
-            },
-          });
-
-          toast.success(t("toast.success.updatedModel"), {
-            position: "top-center",
-          });
-        } else {
-          // State model - update classes
-          // Note: For state models, updating classes requires renaming categories
-          // which is handled through the dataset API, not the config API
-          // We'll need to implement this by calling the rename endpoint for each class
-          // For now, we just show a message that this requires retraining
-
-          toast.info(t("edit.stateClassesInfo"), {
-            position: "top-center",
-          });
-        }
-
-        onSuccess();
-        onClose();
-      } catch (err) {
-        const error = err as {
-          response?: { data?: { message?: string; detail?: string } };
-        };
-        const errorMessage =
-          error.response?.data?.message ||
-          error.response?.data?.detail ||
-          "Unknown error";
-        toast.error(t("toast.error.updateModelFailed", { errorMessage }), {
-          position: "top-center",
-        });
-      } finally {
-        setIsSaving(false);
-      }
-    },
-    [isObjectModel, model, t, onSuccess, onClose],
-  );
-
-  const handleCancel = useCallback(() => {
-    form.reset();
-    onClose();
-  }, [form, onClose]);
-
-  return (
-    <Dialog open={open} onOpenChange={(open) => !open && handleCancel()}>
-      <DialogContent>
-        <DialogHeader>
-          <DialogTitle>{t("edit.title")}</DialogTitle>
-          <DialogDescription>
-            {isStateModel
-              ? t("edit.descriptionState")
-              : t("edit.descriptionObject")}
-          </DialogDescription>
-        </DialogHeader>
-
-        <div className="space-y-6">
-          <Form {...form}>
-            <form onSubmit={form.handleSubmit(onSubmit)} className="space-y-4">
-              {isObjectModel && (
-                <>
-                  <FormField
-                    control={form.control}
-                    name="objectLabel"
-                    render={({ field }) => (
-                      <FormItem>
-                        <FormLabel className="text-primary-variant">
-                          {t("wizard.step1.objectLabel")}
-                        </FormLabel>
-                        <Select
-                          onValueChange={field.onChange}
-                          defaultValue={field.value}
-                        >
-                          <FormControl>
-                            <SelectTrigger className="h-8">
-                              <SelectValue
-                                placeholder={t(
-                                  "wizard.step1.objectLabelPlaceholder",
-                                )}
-                              />
-                            </SelectTrigger>
-                          </FormControl>
-                          <SelectContent>
-                            {objectLabels.map((label) => (
-                              <SelectItem
-                                key={label}
-                                value={label}
-                                className="cursor-pointer hover:bg-secondary-highlight"
-                              >
-                                {getTranslatedLabel(label)}
-                              </SelectItem>
-                            ))}
-                          </SelectContent>
-                        </Select>
-                        <FormMessage />
-                      </FormItem>
-                    )}
-                  />
-
-                  <FormField
-                    control={form.control}
-                    name="objectType"
-                    render={({ field }) => (
-                      <FormItem>
-                        <FormLabel className="text-primary-variant">
-                          {t("wizard.step1.classificationType")}
-                        </FormLabel>
-                        <FormControl>
-                          <RadioGroup
-                            onValueChange={field.onChange}
-                            defaultValue={field.value}
-                            className="flex flex-col gap-4 pt-2"
-                          >
-                            <div className="flex items-center gap-2">
-                              <RadioGroupItem
-                                className={
-                                  watchedObjectType === "sub_label"
-                                    ? "bg-selected from-selected/50 to-selected/90 text-selected"
-                                    : "bg-secondary from-secondary/50 to-secondary/90 text-secondary"
-                                }
-                                id="sub_label"
-                                value="sub_label"
-                              />
-                              <Label
-                                className="cursor-pointer"
-                                htmlFor="sub_label"
-                              >
-                                {t("wizard.step1.classificationSubLabel")}
-                              </Label>
-                            </div>
-                            <div className="flex items-center gap-2">
-                              <RadioGroupItem
-                                className={
-                                  watchedObjectType === "attribute"
-                                    ? "bg-selected from-selected/50 to-selected/90 text-selected"
-                                    : "bg-secondary from-secondary/50 to-secondary/90 text-secondary"
-                                }
-                                id="attribute"
-                                value="attribute"
-                              />
-                              <Label
-                                className="cursor-pointer"
-                                htmlFor="attribute"
-                              >
-                                {t("wizard.step1.classificationAttribute")}
-                              </Label>
-                            </div>
-                          </RadioGroup>
-                        </FormControl>
-                        <FormMessage />
-                      </FormItem>
-                    )}
-                  />
-                </>
-              )}
-
-              {isStateModel && (
-                <div className="space-y-2">
-                  <div className="flex items-center justify-between">
-                    <FormLabel className="text-primary-variant">
-                      {t("wizard.step1.states")}
-                    </FormLabel>
-                    <Button
-                      type="button"
-                      variant="secondary"
-                      className="size-6 rounded-md bg-secondary-foreground p-1 text-background"
-                      onClick={handleAddClass}
-                    >
-                      <LuPlus />
-                    </Button>
-                  </div>
-                  <div className="space-y-2">
-                    {watchedClasses?.map((_: string, index: number) => (
-                      <FormField
-                        key={index}
-                        control={
-                          (form as ReturnType<typeof useForm<StateFormData>>)
-                            .control
-                        }
-                        name={`classes.${index}` as const}
-                        render={({ field }) => (
-                          <FormItem>
-                            <FormControl>
-                              <div className="flex items-center gap-2">
-                                <Input
-                                  className="text-md h-8"
-                                  placeholder={t(
-                                    "wizard.step1.classPlaceholder",
-                                  )}
-                                  {...field}
-                                />
-                                {watchedClasses &&
-                                  watchedClasses.length > 1 && (
-                                    <Button
-                                      type="button"
-                                      variant="ghost"
-                                      size="sm"
-                                      className="h-8 w-8 p-0"
-                                      onClick={() => handleRemoveClass(index)}
-                                    >
-                                      <LuX className="size-4" />
-                                    </Button>
-                                  )}
-                              </div>
-                            </FormControl>
-                          </FormItem>
-                        )}
-                      />
-                    ))}
-                  </div>
-                  {isStateModel &&
-                    "classes" in form.formState.errors &&
-                    form.formState.errors.classes && (
-                      <p className="text-sm font-medium text-destructive">
-                        {form.formState.errors.classes.message}
-                      </p>
-                    )}
-                </div>
-              )}
-
-              <div className="flex flex-col gap-3 pt-3 sm:flex-row sm:justify-end sm:gap-4">
-                <Button
-                  type="button"
-                  onClick={handleCancel}
-                  className="sm:flex-1"
-                  disabled={isSaving}
-                >
-                  {t("button.cancel", { ns: "common" })}
-                </Button>
-                <Button
-                  type="submit"
-                  variant="select"
-                  className="flex items-center justify-center gap-2 sm:flex-1"
-                  disabled={!form.formState.isValid || isSaving}
-                >
-                  {isSaving
-                    ? t("button.saving", { ns: "common" })
-                    : t("button.save", { ns: "common" })}
-                </Button>
-              </div>
-            </form>
-          </Form>
-        </div>
-      </DialogContent>
-    </Dialog>
-  );
-}

web/src/components/input/NameAndIdFields.tsx

@@ -25,7 +25,6 @@ type NameAndIdFieldsProps<T extends FieldValues = FieldValues> = {
   processId?: (name: string) => string;
   placeholderName?: string;
   placeholderId?: string;
-  idVisible?: boolean;
 };
 
 export default function NameAndIdFields<T extends FieldValues = FieldValues>({
@@ -40,11 +39,10 @@ export default function NameAndIdFields<T extends FieldValues = FieldValues>({
   processId,
   placeholderName,
   placeholderId,
-  idVisible,
 }: NameAndIdFieldsProps<T>) {
   const { t } = useTranslation(["common"]);
   const { watch, setValue, trigger, formState } = useFormContext<T>();
-  const [isIdVisible, setIsIdVisible] = useState(idVisible ?? false);
+  const [isIdVisible, setIsIdVisible] = useState(false);
   const hasUserTypedRef = useRef(false);
 
   const defaultProcessId = (name: string) => {

web/src/components/overlay/CreateTriggerDialog.tsx

@@ -258,7 +258,6 @@ export default function CreateTriggerDialog({
               nameLabel={t("triggers.dialog.form.name.title")}
               nameDescription={t("triggers.dialog.form.name.description")}
               placeholderName={t("triggers.dialog.form.name.placeholder")}
-              idVisible={!!trigger}
             />
 
             <FormField

web/src/components/settings/wizard/Step1NameCamera.tsx

@@ -385,7 +385,7 @@ export default function Step1NameCamera({
                     </FormLabel>
                     <FormControl>
                       <Input
-                        className="text-md h-8"
+                        className="h-8"
                         placeholder={t(
                           "cameraWizard.step1.cameraNamePlaceholder",
                         )}
@@ -475,7 +475,7 @@ export default function Step1NameCamera({
                         </FormLabel>
                         <FormControl>
                           <Input
-                            className="text-md h-8"
+                            className="h-8"
                             placeholder="192.168.1.100"
                             {...field}
                           />
@@ -495,7 +495,7 @@ export default function Step1NameCamera({
                         </FormLabel>
                         <FormControl>
                           <Input
-                            className="text-md h-8"
+                            className="h-8"
                             placeholder={t(
                               "cameraWizard.step1.usernamePlaceholder",
                             )}
@@ -518,7 +518,7 @@ export default function Step1NameCamera({
                         <FormControl>
                           <div className="relative">
                             <Input
-                              className="text-md h-8 pr-10"
+                              className="h-8 pr-10"
                               type={showPassword ? "text" : "password"}
                               placeholder={t(
                                 "cameraWizard.step1.passwordPlaceholder",
@@ -558,7 +558,7 @@ export default function Step1NameCamera({
                       </FormLabel>
                       <FormControl>
                         <Input
-                          className="text-md h-8"
+                          className="h-8"
                           placeholder="rtsp://username:password@host:port/path"
                           {...field}
                         />

web/src/components/timeline/DetailStream.tsx

@@ -22,7 +22,6 @@ import {
   LuChevronRight,
   LuSettings,
 } from "react-icons/lu";
-import { MdAutoAwesome } from "react-icons/md";
 import { getTranslatedLabel } from "@/utils/i18n";
 import EventMenu from "@/components/timeline/EventMenu";
 import { FrigatePlusDialog } from "@/components/overlay/dialog/FrigatePlusDialog";
@@ -411,9 +410,8 @@ function ReviewGroup({
             </div>
             <div className="flex flex-col gap-0.5">
               {review.data.metadata?.title && (
-                <div className="mb-1 flex items-center gap-1 text-sm text-primary-variant">
+                <div className="mb-1 text-sm text-primary-variant">
-                  <MdAutoAwesome className="size-3 shrink-0" />
+                  {review.data.metadata.title}
-                  <span className="truncate">{review.data.metadata.title}</span>
                 </div>
               )}
               <div className="flex flex-row items-center gap-1.5">
@@ -460,7 +458,6 @@ function ReviewGroup({
                   <EventList
                     key={event.id}
                     event={event}
-                    review={review}
                     effectiveTime={effectiveTime}
                     annotationOffset={annotationOffset}
                     onSeek={onSeek}
@@ -495,7 +492,6 @@ function ReviewGroup({
 
 type EventListProps = {
   event: Event;
-  review: ReviewSegment;
   effectiveTime?: number;
   annotationOffset: number;
   onSeek: (ts: number, play?: boolean) => void;
@@ -503,7 +499,6 @@ type EventListProps = {
 };
 function EventList({
   event,
-  review,
   effectiveTime,
   annotationOffset,
   onSeek,
@@ -622,7 +617,6 @@ function EventList({
 
         <div className="mt-2">
           <ObjectTimeline
-            review={review}
             eventId={event.id}
             onSeek={handleTimelineClick}
             effectiveTime={effectiveTime}
@@ -771,7 +765,6 @@ function LifecycleItem({
 
 // Fetch and render timeline entries for a single event id on demand.
 function ObjectTimeline({
-  review,
   eventId,
   onSeek,
   effectiveTime,
@@ -779,7 +772,6 @@ function ObjectTimeline({
   startTime,
   endTime,
 }: {
-  review: ReviewSegment;
   eventId: string;
   onSeek: (ts: number, play?: boolean) => void;
   effectiveTime?: number;
@@ -788,27 +780,13 @@ function ObjectTimeline({
   endTime?: number;
 }) {
   const { t } = useTranslation("views/events");
-  const { data: fullTimeline, isValidating } = useSWR<
+  const { data: timeline, isValidating } = useSWR<TrackingDetailsSequence[]>([
-    TrackingDetailsSequence[]
-  >([
     "timeline",
     {
       source_id: eventId,
     },
   ]);
 
-  const timeline = useMemo(() => {
-    if (!fullTimeline) {
-      return fullTimeline;
-    }
-
-    return fullTimeline.filter(
-      (t) =>
-        t.timestamp >= review.start_time &&
-        (review.end_time == undefined || t.timestamp <= review.end_time),
-    );
-  }, [fullTimeline, review]);
-
   if (isValidating && (!timeline || timeline.length === 0)) {
     return <ActivityIndicator className="ml-2 size-3" />;
   }

web/src/components/timeline/EventSegment.tsx

@@ -1,3 +1,4 @@
+import { useApiHost } from "@/api";
 import { useTimelineUtils } from "@/hooks/use-timeline-utils";
 import { useEventSegmentUtils } from "@/hooks/use-event-segment-utils";
 import { ReviewSegment, ReviewSeverity } from "@/types/review";
@@ -17,7 +18,6 @@ import { HoverCardPortal } from "@radix-ui/react-hover-card";
 import scrollIntoView from "scroll-into-view-if-needed";
 import { MinimapBounds, Tick, Timestamp } from "./segment-metadata";
 import useTapUtils from "@/hooks/use-tap-utils";
-import ReviewCard from "../card/ReviewCard";
 
 type EventSegmentProps = {
   events: ReviewSegment[];
@@ -54,7 +54,7 @@ export function EventSegment({
     displaySeverityType,
     shouldShowRoundedCorners,
     getEventStart,
-    getEvent,
+    getEventThumbnail,
   } = useEventSegmentUtils(segmentDuration, events, severityType);
 
   const { alignStartDateToTimeline, alignEndDateToTimeline } = useTimelineUtils(
@@ -87,11 +87,13 @@ export function EventSegment({
     // eslint-disable-next-line react-hooks/exhaustive-deps
   }, [getEventStart, segmentTime]);
 
+  const apiHost = useApiHost();
+
   const { handleTouchStart } = useTapUtils();
 
-  const segmentEvent = useMemo(() => {
+  const eventThumbnail = useMemo(() => {
-    return getEvent(segmentTime);
+    return getEventThumbnail(segmentTime);
-  }, [getEvent, segmentTime]);
+  }, [getEventThumbnail, segmentTime]);
 
   const timestamp = useMemo(() => new Date(segmentTime * 1000), [segmentTime]);
   const segmentKey = useMemo(
@@ -250,7 +252,10 @@ export function EventSegment({
                   className="w-[250px] rounded-lg p-2 md:rounded-2xl"
                   side="left"
                 >
-                  {segmentEvent && <ReviewCard event={segmentEvent} />}
+                  <img
+                    className="rounded-lg"
+                    src={`${apiHost}${eventThumbnail.replace("/media/frigate/", "")}`}
+                  />
                 </HoverCardContent>
               </HoverCardPortal>
             </HoverCard>

web/src/components/trigger/wizard/Step1NameAndType.tsx

@@ -101,7 +101,7 @@ export default function Step1NameAndType({
 
   const form = useForm<z.infer<typeof formSchema>>({
     resolver: zodResolver(formSchema),
-    mode: "onBlur",
+    mode: "onChange",
     defaultValues: {
       enabled: true,
       name: initialData?.name ?? trigger?.name ?? "",

web/src/hooks/use-event-segment-utils.ts

@@ -191,8 +191,8 @@ export const useEventSegmentUtils = (
     [events, getSegmentStart, getSegmentEnd, severityType],
   );
 
-  const getEvent = useCallback(
+  const getEventThumbnail = useCallback(
-    (time: number): ReviewSegment | undefined => {
+    (time: number): string => {
       const matchingEvent = events.find((event) => {
         return (
           time >= getSegmentStart(event.start_time) &&
@@ -201,7 +201,7 @@ export const useEventSegmentUtils = (
         );
       });
 
-      return matchingEvent;
+      return matchingEvent?.thumb_path ?? "";
     },
     [events, getSegmentStart, getSegmentEnd, severityType],
   );
@@ -214,6 +214,6 @@ export const useEventSegmentUtils = (
     getReviewed,
     shouldShowRoundedCorners,
     getEventStart,
-    getEvent,
+    getEventThumbnail,
   };
 };

web/src/pages/Settings.tsx

@@ -157,11 +157,9 @@ function MobileMenuItem({
   const { t } = useTranslation(["views/settings"]);
 
   return (
-    <div
+    <Button
-      className={cn(
+      variant="ghost"
-        "inline-flex h-10 w-full cursor-pointer items-center justify-between whitespace-nowrap rounded-md px-4 py-2 pr-2 text-sm font-medium text-primary-variant disabled:pointer-events-none disabled:opacity-50",
+      className={cn("w-full justify-between pr-2", className)}
-        className,
-      )}
       onClick={() => {
         onSelect(item.key);
         onClose?.();
@@ -169,7 +167,7 @@ function MobileMenuItem({
     >
       <div className="smart-capitalize">{t("menu." + item.key)}</div>
       <LuChevronRight className="size-4" />
-    </div>
+    </Button>
   );
 }
 
@@ -275,9 +273,6 @@ export default function Settings() {
       } else {
         setPageToggle(page as SettingsType);
       }
-      if (isMobile) {
-        setContentMobileOpen(true);
-      }
     }
     // don't clear url params if we're creating a new object mask
     return !(searchParams.has("object_mask") || searchParams.has("event_id"));
@@ -287,9 +282,6 @@ export default function Settings() {
     const cameraNames = cameras.map((c) => c.name);
     if (cameraNames.includes(camera)) {
       setSelectedCamera(camera);
-      if (isMobile) {
-        setContentMobileOpen(true);
-      }
     }
     // don't clear url params if we're creating a new object mask or trigger
     return !(searchParams.has("object_mask") || searchParams.has("event_id"));

web/src/types/frigateConfig.ts

@@ -306,7 +306,6 @@ export type CustomClassificationModelConfig = {
   threshold: number;
   object_config?: {
     objects: string[];
-    classification_type: string;
   };
   state_config?: {
     cameras: {

web/src/views/classification/ModelSelectionView.tsx

@@ -1,6 +1,5 @@
 import { baseUrl } from "@/api/baseUrl";
 import ClassificationModelWizardDialog from "@/components/classification/ClassificationModelWizardDialog";
-import ClassificationModelEditDialog from "@/components/classification/ClassificationModelEditDialog";
 import ActivityIndicator from "@/components/indicators/activity-indicator";
 import { ImageShadowOverlay } from "@/components/overlay/ImageShadowOverlay";
 import { Button, buttonVariants } from "@/components/ui/button";
@@ -15,7 +14,7 @@ import { useCallback, useEffect, useMemo, useState } from "react";
 import { useTranslation } from "react-i18next";
 import { FaFolderPlus } from "react-icons/fa";
 import { MdModelTraining } from "react-icons/md";
-import { LuPencil, LuTrash2 } from "react-icons/lu";
+import { LuTrash2 } from "react-icons/lu";
 import { FiMoreVertical } from "react-icons/fi";
 import useSWR from "swr";
 import Heading from "@/components/ui/heading";
@@ -164,7 +163,6 @@ export default function ModelSelectionView({
               key={config.name}
               config={config}
               onClick={() => onClick(config)}
-              onUpdate={() => refreshConfig()}
               onDelete={() => refreshConfig()}
             />
           ))}
@@ -203,10 +201,9 @@ function NoModelsView({
 type ModelCardProps = {
   config: CustomClassificationModelConfig;
   onClick: () => void;
-  onUpdate: () => void;
   onDelete: () => void;
 };
-function ModelCard({ config, onClick, onUpdate, onDelete }: ModelCardProps) {
+function ModelCard({ config, onClick, onDelete }: ModelCardProps) {
   const { t } = useTranslation(["views/classificationModel"]);
 
   const { data: dataset } = useSWR<{
@@ -214,7 +211,6 @@ function ModelCard({ config, onClick, onUpdate, onDelete }: ModelCardProps) {
   }>(`classification/${config.name}/dataset`, { revalidateOnFocus: false });
 
   const [deleteDialogOpen, setDeleteDialogOpen] = useState(false);
-  const [editDialogOpen, setEditDialogOpen] = useState(false);
 
   const handleDelete = useCallback(async () => {
     try {
@@ -254,11 +250,6 @@ function ModelCard({ config, onClick, onUpdate, onDelete }: ModelCardProps) {
     setDeleteDialogOpen(true);
   }, []);
 
-  const handleEditClick = useCallback((e: React.MouseEvent) => {
-    e.stopPropagation();
-    setEditDialogOpen(true);
-  }, []);
-
   const coverImage = useMemo(() => {
     if (!dataset) {
       return undefined;
@@ -279,13 +270,6 @@ function ModelCard({ config, onClick, onUpdate, onDelete }: ModelCardProps) {
 
   return (
     <>
-      <ClassificationModelEditDialog
-        open={editDialogOpen}
-        model={config}
-        onClose={() => setEditDialogOpen(false)}
-        onSuccess={() => onUpdate()}
-      />
-
       <AlertDialog
         open={deleteDialogOpen}
         onOpenChange={() => setDeleteDialogOpen(!deleteDialogOpen)}
@@ -336,10 +320,6 @@ function ModelCard({ config, onClick, onUpdate, onDelete }: ModelCardProps) {
               align="end"
               onClick={(e) => e.stopPropagation()}
             >
-              <DropdownMenuItem onClick={handleEditClick}>
-                <LuPencil className="mr-2 size-4" />
-                <span>{t("button.edit", { ns: "common" })}</span>
-              </DropdownMenuItem>
               <DropdownMenuItem onClick={handleDeleteClick}>
                 <LuTrash2 className="mr-2 size-4" />
                 <span>{t("button.delete", { ns: "common" })}</span>

web/src/views/classification/ModelTrainingView.tsx

@@ -327,7 +327,6 @@ export default function ModelTrainingView({ model }: ModelTrainingViewProps) {
       </AlertDialog>
 
       <div className="flex flex-row justify-between gap-2 p-2 align-middle">
-        {(isDesktop || !selectedImages?.length) && (
         <div className="flex flex-row items-center justify-center gap-2">
           <Button
             className="flex items-center gap-2.5 rounded-lg"
@@ -341,7 +340,6 @@ export default function ModelTrainingView({ model }: ModelTrainingViewProps) {
               </div>
             )}
           </Button>
-
           <LibrarySelector
             pageToggle={pageToggle}
             dataset={dataset || {}}
@@ -351,15 +349,9 @@ export default function ModelTrainingView({ model }: ModelTrainingViewProps) {
             onRename={() => {}}
           />
         </div>
-        )}
         {selectedImages?.length > 0 ? (
-          <div
+          <div className="flex items-center justify-center gap-2">
-            className={cn(
+            <div className="mx-1 flex w-48 items-center justify-center text-sm text-muted-foreground">
-              "flex w-full items-center justify-end gap-2",
-              isMobileOnly && "justify-between",
-            )}
-          >
-            <div className="flex w-48 items-center justify-center text-sm text-muted-foreground">
               <div className="p-1">{`${selectedImages.length} selected`}</div>
               <div className="p-1">{"|"}</div>
               <div

web/src/views/recording/RecordingView.tsx

@@ -970,11 +970,12 @@ function Timeline({
         "relative overflow-hidden",
         isDesktop
           ? cn(
+              "no-scrollbar overflow-y-auto",
               timelineType == "timeline"
                 ? "w-[100px] flex-shrink-0"
                 : timelineType == "detail"
                   ? "min-w-[20rem] max-w-[30%] flex-shrink-0 flex-grow-0 basis-[30rem] md:min-w-[20rem] md:max-w-[25%] lg:min-w-[30rem] lg:max-w-[33%]"
-                  : "w-80 flex-shrink-0",
+                  : "w-60 flex-shrink-0",
             )
           : cn(
               timelineType == "timeline"

web/src/views/settings/CameraSettingsView.tsx

@@ -717,11 +717,11 @@ export default function CameraSettingsView({
                   <div className="flex w-full flex-row items-center gap-2 pt-2 md:w-[25%]">
                     <Button
                       className="flex flex-1"
-                      aria-label={t("button.reset", { ns: "common" })}
+                      aria-label={t("button.cancel", { ns: "common" })}
                       onClick={onCancel}
                       type="button"
                     >
-                      <Trans>button.reset</Trans>
+                      <Trans>button.cancel</Trans>
                     </Button>
                     <Button
                       variant="select"