diff --git a/src/components/people/PersonMergeDropdown.tsx b/src/components/people/PersonMergeDropdown.tsx
index 710d8e2..4ae42ba 100644
--- a/src/components/people/PersonMergeDropdown.tsx
+++ b/src/components/people/PersonMergeDropdown.tsx
@@ -18,8 +18,6 @@ import {
   searchPeople,
 } from "@/handlers/api/people.handler";
 import { IPerson } from "@/types/person";
-import { set } from "date-fns";
-import { CommandLoading } from "cmdk";
 import { Avatar } from "../ui/avatar";
 import { useEffect, useMemo, useRef, useState } from "react";
 import { useToast } from "../ui/use-toast";
@@ -31,7 +29,7 @@ import {
   DropdownMenuItem,
   DropdownMenuTrigger,
 } from "../ui/dropdown-menu";
-import { CaretDownIcon, FaceIcon } from "@radix-ui/react-icons";
+import { CaretDownIcon } from "@radix-ui/react-icons";
 import FaceThumbnail from "./merge/FaceThumbnail";
 import ErrorBlock from "../shared/ErrorBlock";
 
@@ -103,6 +101,7 @@ export function PersonMergeDropdown({
     const isAlreadySelected = selectedPeople.some((p) => p.id === value.id);
     if (isAlreadySelected) {
       setSelectedPeople(selectedPeople.filter((p) => p.id !== value.id));
+      return;
     }
     if (selectedPeople.length >= 5) {
       toast({
@@ -168,7 +167,7 @@ export function PersonMergeDropdown({
 
   useEffect(() => {
     if (open && !similarPeople.length) fetchSuggestions();
-  }, [open, person.id]);
+  }, [open, person.id, similarPeople]);
 
   const renderPeopleList = (people: IPerson[], title: string) => {
     return (
@@ -286,7 +285,7 @@ export function PersonMergeDropdown({
               {selectedPeople.map((person) => (
                 <div
                   key={person.id}
-                  className="flex border px-1 items-center gap-1 bg-zinc-900 rounded-lg p-1"
+                  className="flex border px-1 items-center gap-1 dark:bg-zinc-900 rounded-lg p-1"
                 >
                   <Avatar
                     src={person.thumbnailPath}
@@ -297,7 +296,7 @@ export function PersonMergeDropdown({
                     {person.name ? person.name : <span>Untagged person</span>}
                   </p>
                   <button
-                    className="rounded-full hover:bg-zinc-800 p-1"
+                    className="rounded-full dark:hover:bg-zinc-800 hover:bg-zinc-200 p-1"
                     onClick={() => handleRemove(person)}
                   >
                     <X className="w-4 h-4" />
diff --git a/src/components/people/merge/FaceThumbnail.tsx b/src/components/people/merge/FaceThumbnail.tsx
index b37725c..206a51b 100644
--- a/src/components/people/merge/FaceThumbnail.tsx
+++ b/src/components/people/merge/FaceThumbnail.tsx
@@ -11,23 +11,30 @@ const FaceThumbnail = ({ person, onSelect, selected }: FaceThumbnailProps) => {
   return (
     <div
       className={cn(
-        "col-span-1 flex flex-col items-center p-2 border-2 text-center rounded-lg hover:bg-zinc-900 gap-2 justify-center",
+        " col-span-1 group flex flex-col items-center p-2 border-2 text-center rounded-lg dark:hover:bg-zinc-900 hover:bg-zinc-100 gap-2 justify-center",
         {
           "border-zinc-500": selected,
         }
       )}
       onClick={() => onSelect(person)}
     >
+      <div className="relative">
       <Avatar
         src={person.thumbnailPath}
         alt={person.name}
-        className="w-20 h-20"
+        
+        className="w-full h-full rounded-lg"
       />
+      <p className="absolute text-[9px] top-1 right-1 bg-amber-300 px-1 text-zinc-900 rounded-lg group-hover:hidden">
+        {person.similarity ? `${Math.round(person.similarity * 100)}%` : ""}
+      </p>
+      </div>
       {person.name ? (
-        <p className="text-xs">{person.name}</p>
+        <p className="text-[12px]">{person.name}</p>
       ) : (
-        <p className="text-xs italic text-gray-400">Untagged Person</p>
+        <p className="text-[12px] italic text-gray-400">Untagged Person</p>
       )}
+      
     </div>
   );
 };
diff --git a/src/handlers/api/people.handler.ts b/src/handlers/api/people.handler.ts
index 2f8d1fa..4fd5ecc 100644
--- a/src/handlers/api/people.handler.ts
+++ b/src/handlers/api/people.handler.ts
@@ -41,5 +41,5 @@ export const mergePerson = (id: string, targetIds: string[]) => {
 }
 
 export const listSimilarFaces = (id: string) => {
-  return API.get(SIMILAR_FACES_PATH(id)).then((response) => response.map(cleanUpPerson));
+  return API.get(SIMILAR_FACES_PATH(id)).then((response) => response.map((person: any) => cleanUpPerson(person, true)));
 }
\ No newline at end of file
diff --git a/src/helpers/person.helper.ts b/src/helpers/person.helper.ts
index 1322531..9d2ec8f 100644
--- a/src/helpers/person.helper.ts
+++ b/src/helpers/person.helper.ts
@@ -7,10 +7,11 @@ interface IAPIPerson extends Omit<IPerson, 'birthDate' | 'updatedAt'> {
   birthDate: string | null;
 }
 
-export const cleanUpPerson = (person: IAPIPerson): IPerson => {
+export const cleanUpPerson = (person: IAPIPerson, skipMock?: boolean): IPerson => {
   return {
     ...person,
-    thumbnailPath: PERSON_THUBNAIL_PATH(person.id),
+    // thumbnailPath: PERSON_THUBNAIL_PATH(person.id),
+    thumbnailPath: person.name === "Varun Raj" || skipMock === true ? PERSON_THUBNAIL_PATH(person.id) : "https://i.pravatar.cc/150?u=" + person.id,
     
     birthDate: person.birthDate ? new Date(person.birthDate) : null,
     updatedAt: new Date(person.updatedAt),
diff --git a/src/types/person.d.ts b/src/types/person.d.ts
index 113e6b1..3e0163b 100644
--- a/src/types/person.d.ts
+++ b/src/types/person.d.ts
@@ -6,7 +6,7 @@ export interface IPerson {
   isHidden:      boolean;
   updatedAt:     Date;
   assetCount:   number;
-  
+  similarity?:   number;
 }
 
 interface IPeopleListResponse extends IListData{