diff --git a/facefusion/workflows/image_to_video.py b/facefusion/workflows/image_to_video.py
index 19e6538e..a71661f7 100644
--- a/facefusion/workflows/image_to_video.py
+++ b/facefusion/workflows/image_to_video.py
@@ -7,13 +7,13 @@ from tqdm import tqdm
 from facefusion import ffmpeg
 from facefusion import logger, process_manager, state_manager, translator, video_manager
 from facefusion.audio import create_empty_audio_frame, get_audio_frame, get_voice_frame
-from facefusion.common_helper import get_first
+from facefusion.common_helper import get_first, get_middle
 from facefusion.content_analyser import analyse_video
 from facefusion.filesystem import filter_audio_paths, is_video
 from facefusion.processors.core import get_processors_modules
 from facefusion.temp_helper import clear_temp_directory, create_temp_directory, move_temp_file, resolve_temp_frame_set
 from facefusion.time_helper import calculate_end_time
-from facefusion.types import ErrorCode
+from facefusion.types import ErrorCode, Resolution
 from facefusion.vision import conditional_merge_vision_mask, detect_video_resolution, extract_vision_mask, pack_resolution, read_static_image, read_static_images, read_static_video_frame, restrict_trim_frame, restrict_video_fps, restrict_video_resolution, scale_resolution, select_video_frames, write_image
 from facefusion.workflows.core import is_process_stopping
 
@@ -75,6 +75,8 @@ def extract_frames() -> ErrorCode:
 
 def process_video() -> ErrorCode:
 	temp_frame_set = resolve_temp_frame_set(state_manager.get_item('target_path'))
+	output_video_resolution = scale_resolution(detect_video_resolution(state_manager.get_item('target_path')), state_manager.get_item('output_video_scale'))
+	temp_video_resolution = restrict_video_resolution(state_manager.get_item('target_path'), output_video_resolution)
 
 	if temp_frame_set:
 		with tqdm(total = len(temp_frame_set), desc = translator.get('processing'), unit = 'frame', ascii = ' =', disable = state_manager.get_item('log_level') in [ 'warn', 'error' ]) as progress:
@@ -84,7 +86,7 @@ def process_video() -> ErrorCode:
 				futures = []
 
 				for frame_number, temp_frame_path in temp_frame_set.items():
-					future = executor.submit(process_temp_frame, temp_frame_path, frame_number)
+					future = executor.submit(process_temp_frame, temp_frame_path, frame_number, temp_video_resolution)
 					futures.append(future)
 
 				for future in as_completed(futures):
@@ -154,14 +156,18 @@ def restore_audio() -> ErrorCode:
 	return 0
 
 
-def process_temp_frame(temp_frame_path : str, frame_number : int) -> bool:
+def process_temp_frame(temp_frame_path : str, frame_number : int, temp_video_resolution : Resolution) -> bool:
 	trim_frame_start, _ = restrict_trim_frame(state_manager.get_item('target_path'), state_manager.get_item('trim_frame_start'), state_manager.get_item('trim_frame_end'))
 	reference_vision_frame = read_static_video_frame(state_manager.get_item('target_path'), state_manager.get_item('reference_frame_number'))
 	source_vision_frames = read_static_images(state_manager.get_item('source_paths'))
 	source_audio_path = get_first(filter_audio_paths(state_manager.get_item('source_paths')))
 	target_vision_frames = select_video_frames(state_manager.get_item('target_path'), frame_number, state_manager.get_item('target_frame_amount'))
+	target_vision_frame = get_middle(target_vision_frames)
 	temp_video_fps = restrict_video_fps(state_manager.get_item('target_path'), state_manager.get_item('output_video_fps'))
-	temp_vision_frame = read_static_image(temp_frame_path, 'rgba')
+
+	if not (target_vision_frame.shape[1], target_vision_frame.shape[0]) == temp_video_resolution:
+		target_vision_frame = read_static_image(temp_frame_path, 'rgba')
+	temp_vision_frame = target_vision_frame.copy()
 	temp_vision_mask = extract_vision_mask(temp_vision_frame)
 
 	source_audio_frame = get_audio_frame(source_audio_path, temp_video_fps, frame_number - trim_frame_start)