update

app.py

@@ -59,7 +59,7 @@ def clear_chat(history):
 
 with gr.Blocks() as demo:
     gr.Markdown(
-        "## BLIP-2 - Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models"
+        "### BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models"
     )
     gr.Markdown(
         "This demo uses `OPT2.7B` weights. For more information please see [Github](https://github.com/salesforce/LAVIS/tree/main/projects/blip2) or [Paper](https://arxiv.org/abs/2301.12597)."
@@ -107,13 +107,15 @@ with gr.Blocks() as demo:
             ["./5kstbz-0001.png", "Beam Search", "where is the man standing?"],
             [
                 "ILSVRC2012_val_00000008.JPEG",
-                "eam Search",
+                "Beam Search",
                 "Name the colors of macarons you see in the image.",
             ],
         ],
         inputs=[input_image, caption_type, question_txt],
     )
 
-    gr.Markdown("Sample images are taken from ImageNet, CUB and GamePhysics datasets.")
+    gr.Markdown(
+        "Sample images are taken from [ImageNet](https://paperswithcode.com/sota/image-classification-on-imagenet), [CUB](https://paperswithcode.com/dataset/cub-200-2011) and [GamePhysics](https://asgaardlab.github.io/CLIPxGamePhysics/) datasets."
+    )
 
 demo.launch()