HarmonyView update

app.py

@@ -20,21 +20,16 @@ _DESCRIPTION = '''
 <a style="display:inline-block; margin-left: .5em" href="https://arxiv.org/abs/2312.15980"><img src="https://img.shields.io/badge/2312.15980-f9f7f7?logo=data:image/png;base64,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"></a>
 <a style="display:inline-block; margin-left: .5em" href='https://github.com/byeongjun-park/HarmonyView'><img src='https://img.shields.io/github/stars/byeongjun-park/HarmonyView?style=social' /></a>
 </div>
-Given a single-view image, HarmonyView is able to generate multiview-consistent images, which enables direct 3D reconstruction with NeuS or NeRF without SDS loss </br>
+Given a single-view image, HarmonyView is able to generate diverse and multiview-consistent images, resulting in creating plausible 3D contents with NeuS or NeRF </br>
 
 Procedure: </br>
-**Step 1**. Upload an image or select an example.  ==> The foreground is masked out by SAM and we crop it as inputs. </br>
-**Step 2**. Select "Elevation angle "and click "Run generation". ==> Generate multiview images. The **Elevation angle** is the elevation of the Input image. (This costs about 45s.) </br>
+**Step 1**. Upload an image.  ==> The foreground is masked out by SAM. </br>
+**Step 2**. Select the input to HarmonyView (Input image or SAM output).  ==> Then, we crop it as inputs. </br>
+**Step 3**. Select "Elevation angle "and click "Run generation". ==> Generate multiview images. The **Elevation angle** is the elevation of the Input image. (This costs about 45s.) </br>
 You may adjust the **Crop size** and **Elevation angle** to get a better result! <br>
 To reconstruct a NeRF or a 3D mesh from the generated images, please refer to our [github repository](https://github.com/byeongjun-park/HarmonyView). <br>
 We have heavily borrowed codes from [Syncdreamer](https://huggingface.co/spaces/liuyuan-pal/SyncDreamer), which is an our strong baseline. 
 '''
-_USER_GUIDE0 = "Step1: Please upload an image in the block above (or choose an example shown in the left)."
-# _USER_GUIDE1 = "Step1: Please select a **Crop size** and click **Crop it**."
-_USER_GUIDE2 = "Step2: Please choose a **Elevation angle** and click **Run Generate**. The **Elevation angle** is the elevation of the Input image. This costs about 45s."
-_USER_GUIDE3 = "Generated multiview images are shown below! (You may adjust the **Crop size** and **Elevation angle** to get a better result!)"
-
-others = '''**Step 1**. Select "Crop size" and click "Crop it". ==> The foreground object is centered and resized. </br>'''
 
 deployed = True
 
@@ -180,14 +175,16 @@ def run_demo():
 
     # NOTE: Examples must match inputs
     examples_full = [
-        ['hf_demo/examples/monkey.png',30,200,"SAM output"],
-        ['hf_demo/examples/cat.png',30,200,"SAM output"],
-        ['hf_demo/examples/crab.png',30,200,"SAM output"],
-        ['hf_demo/examples/elephant.png',30,200,"SAM output"],
-        ['hf_demo/examples/flower.png',0,200,"SAM output"],
+        ['hf_demo/examples/dragon.png',30,200,"Input image"],
+        ['hf_demo/examples/drum_kids.png',15,240,"Input image"],
+        ['hf_demo/examples/table.png',30,200,"Input image"],
+        ['hf_demo/examples/panda_back.png', 15, 240, "SAM output"],
+        ['hf_demo/examples/boxer_toy.png', 30, 220, "SAM output"],
+        ['hf_demo/examples/rose.png',30,200,"Input image"],
+        ['hf_demo/examples/monkey.png', 30, 200, "SAM output"],
         ['hf_demo/examples/forest.png',30,200,"SAM output"],
+        ['hf_demo/examples/flower.png',0,200,"SAM output"],
         ['hf_demo/examples/teapot.png',20,200,"SAM output"],
-        ['hf_demo/examples/basket.png',30,200,"SAM output"],
     ]
 
     image_block = gr.Image(type='pil', image_mode='RGBA', height=256, label='Input image', tool=None, interactive=True)
@@ -216,7 +213,6 @@ def run_demo():
 
             with gr.Column(scale=0.8):
                 image_block.render()
-                # guide_text = gr.Markdown(_USER_GUIDE0, visible=True)
                 crop_size.render()
                 fig0 = gr.Image(value=Image.open('assets/crop_size.jpg'), type='pil', image_mode='RGB', height=256, show_label=False, tool=None, interactive=False)
 
@@ -238,9 +234,7 @@ def run_demo():
 
         output_block = gr.Image(type='pil', image_mode='RGB', label="Outputs of HarmonyView", height=256, interactive=False)
 
-        image_block.change(fn=partial(sam_predict, mask_predictor, removal), inputs=[image_block], outputs=[sam_block], queue=True) \
-                   .success(fn=resize_inputs, inputs=[image_block, sam_block, crop_size, background_removal], outputs=[input_block], queue=True)
-
+        image_block.change(fn=partial(sam_predict, mask_predictor, removal), inputs=[image_block], outputs=[sam_block], queue=True)
         background_removal.change(fn=resize_inputs, inputs=[image_block, sam_block, crop_size, background_removal], outputs=[input_block], queue=True)
         crop_size.change(fn=resize_inputs, inputs=[image_block, sam_block, crop_size, background_removal], outputs=[input_block], queue=True)