add section

README.md

@@ -70,54 +70,17 @@ io = gr.Interface(fn=predict, inputs=inputs, outputs=outputs)
 If you need help creating a Gradio Interface for your model, check out the Gradio Getting Started guide.
 </p>
 
+<h3 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">4. Then launch() you Interface to confirm that it runs correctly locally (or wherever you are running Python)
+</h3>
+<pre>
+<code>
+io.launch() 
+</code>
+</pre>
 <p class="lg:col-span-2">
-Accepted demos will be accessible either through the virtual CVPR website or the physical CVPR event (or both if applicable). Papers describing accepted demonstrations will be published in the CVPR conference proceedings (Demo Track).
-
- 
-
-Note: Commercial sales and marketing activities are not appropriate for submissions in the CVPR Demo Track and should be arranged as part of the CVPR Exhibit Program.
-</p>
-
-<h4 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Best Demo Awards
-</h4>
-<p class="lg:col-span-2">
-CVPR 2022’s demo track will feature Best Demo Awards. We hope to encourage researchers to create interactive systems based on cutting-edge research that is publicly available, fun, useful, and easy-to-use.
-</p>
-
-<h4 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">Important Dates
-</h4>
-
- <ul class="lg:col-span-2" style="list-style: circle inside">
-       <li class="my-4">Paper registration deadline Round 1: (Late registrations will require organizer permission): Jan 31, 2022
-
-</li>
-       <li class="my-4">Paper submission deadline Round 1: Feb 7, 2022
-
-</li>
-       <li class="my-4">Notification of acceptance Round 1: March 8, 2022
-
-</li>
-       <li class="my-4">Paper registration deadline Round 2 (fast track for CVPR): March 18, 2022
-
-</li>
-  <li class="my-4">Paper submission deadline Round 2 : March 20, 2022
-
-</li>
-  <li class="my-4">Camera-ready submission: April 18, 2022
-
-
-</li>
-</ul>
-
-<h4 class="my-8 lg:col-span-2" style="font-size:20px; font-weight:bold">All deadlines are 11.59 pm Pacific Time
-</h4>
-
-<p class="lg:col-span-2">
-The proposed system needs to be ready at Camera-Ready time.  Additional improvements are allowed, but should not diverge significantly from the published description in the paper.
-</p>
-<p class="lg:col-span-2">
-Note: we encourage authors to submit to Round 1 if possible. For Round 2, we focus on fast track for accepted/rejected CVPR main conference papers. Each demo paper based on a previous CVPR submission should be submitted along with the CVPR paper submission, reviews and decisions.
+You should see a web interface like the following where you can drag and drop your data points and see the predictions:
 </p>
+<img class="lg:col-span-2" src="https://lh6.googleusercontent.com/xABSrPaS-fgtPNy-TDueab_0mgIui02NYqHyxgGG84zf22FnxUcj5Cgxv4Wayk0bfDqkZ4965uRdg9LLB-ur-MAhnb9K5PJbCAzx_6QuSPKZFsMlqqaogCB1n55j6PnKL9HJ6NZf" alt="Gradio Interface" style="margin:10px">
 </div>