diff --git a/src-tauri/Cargo.lock b/src-tauri/Cargo.lock
index e490c43..da73f07 100644
--- a/src-tauri/Cargo.lock
+++ b/src-tauri/Cargo.lock
@@ -301,6 +301,7 @@ dependencies = [
  "parking_lot 0.12.4",
  "prost",
  "rand 0.9.1",
+ "rayon",
  "reqwest",
  "reqwest-middleware",
  "reqwest-retry",
@@ -678,6 +679,25 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "crossbeam-deque"
+version = "0.8.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5181e0de7b61eb03a81e347d6dd8797bae9da5146707b51077e2d71a54ec0ceb"
+dependencies = [
+ "crossbeam-epoch",
+ "crossbeam-utils",
+]
+
+[[package]]
+name = "crossbeam-epoch"
+version = "0.9.20"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d6914041f254d6e9176c01941b21115dcfb7089e55135a35411081bd106ef3f"
+dependencies = [
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "crossbeam-utils"
 version = "0.8.21"
@@ -3360,6 +3380,26 @@ version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "20675572f6f24e9e76ef639bc5552774ed45f1c30e2951e1e99c59888861c539"
 
+[[package]]
+name = "rayon"
+version = "1.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fb39b166781f92d482534ef4b4b1b2568f42613b53e5b6c160e24cfbfa30926d"
+dependencies = [
+ "either",
+ "rayon-core",
+]
+
+[[package]]
+name = "rayon-core"
+version = "1.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "22e18b0f0062d30d4230b2e85ff77fdfe4326feb054b9783a3460d8435c8ab91"
+dependencies = [
+ "crossbeam-deque",
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "redox_syscall"
 version = "0.2.16"
diff --git a/src-tauri/Cargo.toml b/src-tauri/Cargo.toml
index 7d6e18c..501d0c0 100644
--- a/src-tauri/Cargo.toml
+++ b/src-tauri/Cargo.toml
@@ -60,6 +60,7 @@ memchr = { version = "2.7.5" }
 md-5 = { version = "0.10.6" }
 rand = { version = "0.9.1" }
 base64 = { version = "0.22.1" }
+rayon = { version = "1.12.0" }
 
 [profile.release]
 strip = true
diff --git a/src-tauri/src/commands.rs b/src-tauri/src/commands.rs
index 8430d4b..21c7a5c 100644
--- a/src-tauri/src/commands.rs
+++ b/src-tauri/src/commands.rs
@@ -11,6 +11,7 @@ use tracing::instrument;
 
 use crate::{
     config::Config,
+    downloader::download_task::RestoredDownloadTask,
     errors::{CommandError, CommandResult},
     extensions::AppHandleExt,
     logger,
@@ -310,13 +311,14 @@ pub fn restart_download_task(app: AppHandle, params: RestartDownloadTaskParams)
 #[tauri::command(async)]
 #[specta::specta]
 #[instrument(level = "error", skip_all)]
-pub fn restore_download_tasks(app: AppHandle) -> CommandResult<()> {
+pub async fn restore_download_tasks(app: AppHandle) -> CommandResult<Vec<RestoredDownloadTask>> {
     let download_manager = app.get_download_manager();
-    download_manager
+    let restored_tasks = download_manager
         .restore_download_tasks()
+        .await
         .map_err(|err| CommandError::from("恢复下载任务失败", err))?;
     tracing::debug!("恢复下载任务成功");
-    Ok(())
+    Ok(restored_tasks)
 }
 
 #[tauri::command(async)]
diff --git a/src-tauri/src/downloader/download_manager.rs b/src-tauri/src/downloader/download_manager.rs
index 91ca0c8..30ccd71 100644
--- a/src-tauri/src/downloader/download_manager.rs
+++ b/src-tauri/src/downloader/download_manager.rs
@@ -10,12 +10,17 @@ use std::{
 
 use eyre::{WrapErr, eyre};
 use parking_lot::RwLock;
+use rayon::prelude::*;
 use tauri::{AppHandle, Manager};
 use tauri_specta::Event;
-use tokio::sync::Semaphore;
-use tracing::instrument;
+use tokio::{
+    sync::{Semaphore, oneshot},
+    task::JoinSet,
+};
+use tracing::{Instrument, instrument};
 
 use crate::{
+    downloader::download_progress::DownloadProgress,
     events::DownloadEvent,
     extensions::{AppHandleExt, EyreReportToMessage},
     types::{
@@ -24,7 +29,7 @@ use crate::{
     },
 };
 
-use super::{download_progress::DownloadProgress, download_task::DownloadTask};
+use super::download_task::{DownloadTask, RestoredDownloadTask};
 
 pub struct DownloadManager {
     pub app: AppHandle,
@@ -58,41 +63,92 @@ impl DownloadManager {
     }
 
     #[instrument(level = "error", skip_all)]
-    pub fn restore_download_tasks(&self) -> eyre::Result<()> {
+    pub async fn restore_download_tasks(&self) -> eyre::Result<Vec<RestoredDownloadTask>> {
+        struct TaskFile {
+            path: PathBuf,
+            content: String,
+        }
+
         let task_dir = self.get_task_dir()?;
         std::fs::create_dir_all(&task_dir)
             .wrap_err(format!("创建下载任务目录`{}`失败", task_dir.display()))?;
 
-        let mut tasks = self.download_tasks.write();
+        let mut join_set = JoinSet::new();
         for entry in std::fs::read_dir(&task_dir)?.filter_map(Result::ok) {
-            let path = entry.path();
-            let extension = path.extension().and_then(|s| s.to_str());
-            if extension != Some("json") {
-                // 如果这个文件不是json则删除
-                let _ = std::fs::remove_file(&path);
-                continue;
-            }
+            let read_task_file = async move {
+                let path = entry.path();
 
-            let progress_json = std::fs::read_to_string(&path)?;
+                let extension = path.extension().and_then(|s| s.to_str());
+                if extension != Some("json") {
+                    // 如果这个文件不是json则删除
+                    let _ = tokio::fs::remove_file(path).await;
+                    return None;
+                }
 
-            let progress: DownloadProgress =
-                if let Ok(progress) = serde_json::from_str(&progress_json) {
-                    progress
-                } else {
-                    // 如果这个json解析失败则删除
-                    let _ = std::fs::remove_file(&path);
-                    continue;
+                let content = match tokio::fs::read_to_string(&path)
+                    .await
+                    .map_err(eyre::Report::from)
+                {
+                    Ok(content) => content,
+                    Err(err) => {
+                        let err_title = format!("读取下载任务文件`{}`失败", path.display());
+                        let message = err.to_message();
+                        tracing::error!(err_title, message);
+                        return None;
+                    }
                 };
 
-            let new_task = DownloadTask::from_progress(self.app.clone(), progress);
+                Some(TaskFile { path, content })
+            };
+
+            join_set.spawn(read_task_file.in_current_span());
+        }
+
+        let mut task_files = Vec::new();
+        while let Some(join_result) = join_set.join_next().await {
+            let Ok(Some(task_file)) = join_result else {
+                continue;
+            };
+
+            task_files.push(task_file);
+        }
+
+        let (progresses_sender, progresses_receiver) = oneshot::channel();
+        rayon::spawn(move || {
+            let progresses = task_files
+                .into_par_iter()
+                .filter_map(|task_file| {
+                    if let Ok(progress) = serde_json::from_str(&task_file.content) {
+                        Some(progress)
+                    } else {
+                        // 如果这个json解析失败则删除
+                        let _ = std::fs::remove_file(&task_file.path);
+                        None
+                    }
+                })
+                .collect();
+
+            let _ = progresses_sender.send(progresses);
+        });
+        let progresses: Vec<DownloadProgress> = progresses_receiver.await?;
+
+        let mut tasks = self.download_tasks.write();
+        let mut restored_tasks = Vec::new();
+
+        for progress in progresses {
+            let new_task = DownloadTask::from_progress(self.app.clone(), progress.clone());
+            let state = *new_task.state_sender.borrow();
+
             let old_task = tasks.insert(new_task.task_id.clone(), new_task);
             if let Some(old_task) = old_task {
                 // 如果同一个ID的下载任务已经存在，则取消旧的任务
                 old_task.cancel();
             }
+
+            restored_tasks.push(RestoredDownloadTask { state, progress });
         }
 
-        Ok(())
+        Ok(restored_tasks)
     }
 
     pub fn create_download_tasks(&self, params: &CreateDownloadTaskParams) {
diff --git a/src-tauri/src/downloader/download_task.rs b/src-tauri/src/downloader/download_task.rs
index f6227c2..0f610f1 100644
--- a/src-tauri/src/downloader/download_task.rs
+++ b/src-tauri/src/downloader/download_task.rs
@@ -1,7 +1,9 @@
-use std::{sync::Arc, time::Duration};
+use std::{sync::Arc, time::Duration};
 
 use eyre::WrapErr;
 use parking_lot::RwLock;
+use serde::Serialize;
+use specta::Type;
 use tauri::{AppHandle, Manager};
 use tauri_specta::Event;
 use tokio::{
@@ -33,6 +35,12 @@ pub struct DownloadTask {
     pub progress: RwLock<DownloadProgress>,
 }
 
+#[derive(Debug, Clone, Serialize, Type)]
+pub struct RestoredDownloadTask {
+    pub state: DownloadTaskState,
+    pub progress: DownloadProgress,
+}
+
 impl DownloadTask {
     #[allow(clippy::too_many_lines)]
     #[instrument(level = "error", skip_all)]
@@ -168,7 +176,7 @@ impl DownloadTask {
                 progress: RwLock::new(progress),
             });
 
-            tauri::async_runtime::spawn(task.clone().process());
+            tauri::async_runtime::spawn(task.clone().process(true));
 
             tasks.push(task);
         }
@@ -198,7 +206,7 @@ impl DownloadTask {
             progress: RwLock::new(progress),
         });
 
-        tauri::async_runtime::spawn(task.clone().process());
+        tauri::async_runtime::spawn(task.clone().process(false));
 
         task
     }
@@ -287,14 +295,14 @@ impl DownloadTask {
             up_uid = self.trace_fields.up_uid,
         )
     )]
-    async fn process(self: Arc<Self>) {
-        let state = *self.state_sender.borrow();
-        let progress = self.progress.read().clone();
-        let _ = DownloadEvent::TaskCreate { state, progress }.emit(&self.app);
+    async fn process(self: Arc<Self>, emit_create_events: bool) {
+        if emit_create_events {
+            let state = *self.state_sender.borrow();
+            let progress = self.progress.read().clone();
+            let _ = DownloadEvent::TaskCreate { state, progress }.emit(&self.app);
+        }
 
         let mut state_receiver = self.state_sender.subscribe();
-        state_receiver.mark_changed();
-
         let mut restart_receiver = self.restart_sender.subscribe();
         let mut cancel_receiver = self.cancel_sender.subscribe();
         let mut delete_receiver = self.delete_sender.subscribe();
diff --git a/src/bindings.ts b/src/bindings.ts
index a57b762..582a145 100644
--- a/src/bindings.ts
+++ b/src/bindings.ts
@@ -125,7 +125,7 @@ async restartDownloadTasks(taskIds: string[]) : Promise<void> {
 async restartDownloadTask(params: RestartDownloadTaskParams) : Promise<void> {
     await TAURI_INVOKE("restart_download_task", { params });
 },
-async restoreDownloadTasks() : Promise<Result<null, CommandError>> {
+async restoreDownloadTasks() : Promise<Result<RestoredDownloadTask[], CommandError>> {
     try {
     return { status: "ok", data: await TAURI_INVOKE("restore_download_tasks") };
 } catch (e) {
@@ -429,6 +429,7 @@ export type RatingInBangumi = { count: number; score: number }
 export type RatingInBangumiFollow = { score: number; count: number }
 export type RecommendSeason = { cover: string; ep_count: string; id: number; season_url: string; subtitle: string; title: string; view: number }
 export type RestartDownloadTaskParams = { task_id: string; video_task_selected: boolean; audio_task_selected: boolean; merge_selected: boolean; embed_chapter_selected: boolean; embed_skip_selected: boolean; subtitle_task_selected: boolean; xml_danmaku_selected: boolean; ass_danmaku_selected: boolean; json_danmaku_selected: boolean; cover_task_selected: boolean; nfo_task_selected: boolean; json_task_selected: boolean; video_quality: VideoQuality; codec_type: CodecType; audio_quality: AudioQuality }
+export type RestoredDownloadTask = { state: DownloadTaskState; progress: DownloadProgress }
 export type Rights = { bp: number; elec: number; download: number; movie: number; pay: number; hd5: number; no_reprint: number; autoplay: number; ugc_pay: number; is_cooperation: number; ugc_pay_preview: number; no_background: number; clean_mode: number; is_stein_gate: number; is_360: number; no_share: number; arc_pay: number; free_watch: number }
 export type RightsInBangumi = { allow_bp: number; allow_bp_rank: number; allow_download: number; allow_review: number; area_limit: number; ban_area_show: number; can_watch: number; copyright: string; forbid_pre: number; freya_white: number; is_cover_show: number; is_preview: number; only_vip_download: number; resource: string; watch_platform: number }
 export type RightsInBangumiEp = { allow_dm: number; allow_download: number; area_limit: number }
diff --git a/src/panes/DownloadPane/DownloadPane.vue b/src/panes/DownloadPane/DownloadPane.vue
index 17ebfd2..6fd32d2 100644
--- a/src/panes/DownloadPane/DownloadPane.vue
+++ b/src/panes/DownloadPane/DownloadPane.vue
@@ -33,7 +33,7 @@ onMounted(async () => {
         ...progress,
         state,
         percentage: 0,
-        stateIndicator: '',
+        stateIndicator: getStateIndicator(state),
         taskIndicator: '',
       }
       store.updateProgresses((progresses) => {
@@ -48,21 +48,8 @@ onMounted(async () => {
           return
         }
 
-        let stateIndicator = ''
-        if (state === 'Pending') {
-          stateIndicator = '排队中'
-        } else if (state === 'Downloading') {
-          stateIndicator = '下载中'
-        } else if (state === 'Paused') {
-          stateIndicator = '已暂停'
-        } else if (state === 'Completed') {
-          stateIndicator = '下载完成'
-        } else if (state === 'Failed') {
-          stateIndicator = '下载失败'
-        }
-
         progressData.state = state
-        progressData.stateIndicator = stateIndicator
+        progressData.stateIndicator = getStateIndicator(state)
       })
     } else if (event === 'TaskSleeping') {
       const { task_id, remaining_sec } = data
@@ -151,8 +138,41 @@ onMounted(async () => {
   const result = await commands.restoreDownloadTasks()
   if (result.status === 'error') {
     console.error(result.error)
+    return
   }
+
+  store.updateProgresses((progresses) => {
+    for (const { state, progress } of result.data) {
+      const progressData: ProgressData = {
+        ...progress,
+        state,
+        percentage: 0,
+        stateIndicator: getStateIndicator(state),
+        taskIndicator: '',
+      }
+
+      progresses.set(progress.task_id, progressData)
+    }
+  })
 })
+
+function getStateIndicator(state: DownloadTaskState) {
+  let stateIndicator = ''
+
+  if (state === 'Pending') {
+    stateIndicator = '排队中'
+  } else if (state === 'Downloading') {
+    stateIndicator = '下载中'
+  } else if (state === 'Paused') {
+    stateIndicator = '已暂停'
+  } else if (state === 'Completed') {
+    stateIndicator = '下载完成'
+  } else if (state === 'Failed') {
+    stateIndicator = '下载失败'
+  }
+
+  return stateIndicator
+}
 </script>
 
 <template>