filename
Browse files
main.py
CHANGED
@@ -35,6 +35,25 @@ inferencers = {"Estimate human 2d poses":human, "Estimate human 2d hand poses":h
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print("[INFO]: Downloaded models!")
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def tracking(video, model, boxes=True):
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print("[INFO] Loading model...")
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# Load an official or custom model
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@@ -82,10 +101,7 @@ def show_tracking(video_content):
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def pose3d(video):
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video = video[:-5]+".mp4"
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clip.write_videofile(video)
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# Define new unique folder
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@@ -107,12 +123,8 @@ def pose3d(video):
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return "".join(out_file)
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def pose2d(video):
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clip = moviepy.VideoFileClip(video)
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video = video[:-5]+".mp4"
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clip.write_videofile(video)
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# Define new unique folder
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add_dir = str(uuid.uuid4())
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@@ -124,7 +136,7 @@ def pose2d(video):
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return_vis=True,
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thickness=2,
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rebase_keypoint_height=True,
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device="cuda"
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)
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@@ -135,12 +147,8 @@ def pose2d(video):
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return "".join(out_file)
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def pose2dhand(video):
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video = video[:-5]+".mp4"
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clip.write_videofile(video)
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# Define new unique folder
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add_dir = str(uuid.uuid4())
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@@ -152,6 +160,7 @@ def pose2dhand(video):
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return_vis=True,
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thickness=2,
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rebase_keypoint_height=True,
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device="cuda")
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result = [result for result in result_generator] #next(result_generator)
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@@ -174,11 +183,11 @@ def run_UI():
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submit_pose3d_file = gr.Button("Make 3d pose estimation")
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submit_hand_file = gr.Button("Make 2d hand estimation")
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submit_detect_file = gr.Button("Detect and track objects")
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with gr.Tab("Record video with webcam"):
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with gr.Row():
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@@ -201,7 +210,7 @@ def run_UI():
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# From file
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submit_pose_file.click(fn=pose2d,
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inputs=
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outputs = video_output1)
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submit_pose3d_file.click(fn=pose3d,
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@@ -209,7 +218,7 @@ def run_UI():
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outputs = video_output2)
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submit_hand_file.click(fn=pose2dhand,
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inputs= video_input,
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outputs = video_output3)
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submit_detect_file.click(fn=show_tracking,
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@@ -218,7 +227,7 @@ def run_UI():
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# Web
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submit_pose_web.click(fn=pose2d,
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inputs = webcam_input,
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outputs = webcam_output1)
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submit_pose3d_web.click(fn=pose3d,
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@@ -226,7 +235,7 @@ def run_UI():
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outputs = webcam_output2)
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submit_hand_web.click(fn=pose2dhand,
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inputs= webcam_input,
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outputs = webcam_output3)
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submit_detect_web.click(fn=show_tracking,
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print("[INFO]: Downloaded models!")
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def check_extension(video):
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split_tup = os.path.splitext(video)
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# extract the file name and extension
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file_name = split_tup[0]
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file_extension = split_tup[1]
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if file_extension is not ".mp4":
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clip = moviepy.VideoFileClip(video)
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video = file_name+".mp4"
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clip.write_videofile(video)
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return video
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def tracking(video, model, boxes=True):
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print("[INFO] Loading model...")
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# Load an official or custom model
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def pose3d(video):
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video = check_extension(video)
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# Define new unique folder
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return "".join(out_file)
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def pose2d(video, kpt_threshold):
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video = check_extension(video)
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# Define new unique folder
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add_dir = str(uuid.uuid4())
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return_vis=True,
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thickness=2,
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rebase_keypoint_height=True,
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kpt_thr=kpt_threshold,
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device="cuda"
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)
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return "".join(out_file)
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def pose2dhand(video, kpt_threshold):
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video = check_extension(video)
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# Define new unique folder
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add_dir = str(uuid.uuid4())
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return_vis=True,
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thickness=2,
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rebase_keypoint_height=True,
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kpt_thr=kpt_threshold,
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device="cuda")
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result = [result for result in result_generator] #next(result_generator)
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submit_pose3d_file = gr.Button("Make 3d pose estimation")
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submit_hand_file = gr.Button("Make 2d hand estimation")
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submit_detect_file = gr.Button("Detect and track objects")
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with gr.Column():
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video_output1 = gr.PlayableVideo(height=512, label = "Estimate human 2d poses", show_label=True)
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video_output2 = gr.PlayableVideo(height=512, label = "Estimate human 3d poses", show_label=True)
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video_output3 = gr.PlayableVideo(height=512, label = "Estimate human hand poses", show_label=True)
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video_output4 = gr.Video(height=512)
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with gr.Tab("Record video with webcam"):
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with gr.Row():
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# From file
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submit_pose_file.click(fn=pose2d,
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inputs= [video_input, file_kpthr],
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outputs = video_output1)
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submit_pose3d_file.click(fn=pose3d,
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outputs = video_output2)
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submit_hand_file.click(fn=pose2dhand,
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inputs= [video_input, file_kpthr],
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outputs = video_output3)
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submit_detect_file.click(fn=show_tracking,
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# Web
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submit_pose_web.click(fn=pose2d,
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inputs = [webcam_input, web_kpthr],
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outputs = webcam_output1)
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submit_pose3d_web.click(fn=pose3d,
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outputs = webcam_output2)
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submit_hand_web.click(fn=pose2dhand,
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inputs= [webcam_input, web_kpthr],
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outputs = webcam_output3)
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submit_detect_web.click(fn=show_tracking,
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