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tirtho149 authored Nov 10, 2024
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Expand Up @@ -111,7 +111,7 @@ <h1 class="title is-1 publication-title"> Evaluating Neural Radiance Fields for
<div class="hero-body">
<img src="static/images/Overview_page_1.png" alt="ArborCLIP">
<h2 class="subtitle has-text-centered">
<b>Overview of the AgEval benchmark</b>NeRFs are proposed as an alternative to traditional TLS scans for 3D plant reconstruction, offering cost-effective and efficient modeling from images captured at multipleangles using a smartphone camera, in contrast to the higher expense and extensive processing time required by TLS for multiangle scan registration.
<b>Overview of the NeRFs</b>NeRFs are proposed as an alternative to traditional TLS scans for 3D plant reconstruction, offering cost-effective and efficient modeling from images captured at multipleangles using a smartphone camera, in contrast to the higher expense and extensive processing time required by TLS for multiangle scan registration.
</h2>
</div>
</div>
Expand Down Expand Up @@ -145,26 +145,21 @@ <h2 class="title is-3" style="margin: 0;">Dataset Features</h2>

<!-- First Image -->
<div class="publication-image" id="image-container-1">
<img src="static/images/TreeMap.png" alt="Category Distribution" style="cursor: pointer; width: 100%; height: auto;">
<img src="static/images/dataser.png" alt="Category Distribution" style="cursor: pointer; width: 100%; height: auto;">
</div>
<p class="description">
Visualization of AgEval Benchmark Dataset - This treemap illustrates the distribution of datasets used in AgEval for plant
stress identification, classification, and quantification. It contains subcategories, dataset names, and specific class names. Each rectangle
represents a unique class name, with its size proportional to the count of instances. The visualization demonstrates the diversity of plant
stress-related tasks covered by the AgEval framework across various crops and conditions.
Example images input to NeRFs for reconstruction across 3 different scenarios. (A) Scenario I: Indoor single object. (B) Scenario II: Indoor multiple objects. (C) Scenario III:Outdoor scene

</p>



<!-- Third Image -->
<div class="publication-image" id="image-container-3">
<img src="static/images/IndividualPlots.png" alt="Sample Image 3" style="cursor: pointer; width: 80%; height: auto;">
<img src="static/images/Workflow_page_1.png" alt="Sample Image 3" style="cursor: pointer; width: 80%; height: auto;">
</div>
<p class="description">
Performance comparison on individual tasks of the AgLLM benchmark across different shot settings (0 to 8 shots) for top-4
performing LLMs. The plots showcase how each task’s performance evolves with increasing shot counts, revealing model-specific and
task-specific trends in few-shot learning capabilities
Workflow for 3D reconstruction and evaluation. The different steps of the above workflow is explained in detail below.
</div>
</div>
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<!--BibTex citation -->
<section class="section" id="BibTeX">
<div class="container is-max-widescreen content">
<h2 class="title">BibTeX</h2>
<pre><code>
@misc{
title={AgEval: A Benchmark for Zero-Shot and Few-Shot Plant Stress Phenotyping with Multimodal LLMs},
author=Muhammad Arbab Arshad, Talukder Zaki Jubery, Tirtho Roy, Rim Nassiri , Asheesh K Singh, Arti Singh, Chinmay Hegde, Baskar Ganapathysubramanian Aditya Balu Adarsh Krishnamurthy Soumik Sarkar},
year={2024},
eprint={2406.17720},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={http://arxiv.org/abs/2407.19617},}</code></pre>
</div>
</section>


<script>
document.getElementById('copy-button').addEventListener('click', function() {
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</a>
</div>

<!-- Team Member 3 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.linkedin.com/in/tirtho-roy-apon/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Tirtho.png" alt="" style="width: 90%;" />
</span>
<span style="font-weight: bold;">Tirtho Roy</span>
</a>
</div>

<!-- Team Member 4 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.linkedin.com/in/rim-nassiri/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Rim.png" alt="" style="width: 90%;" />
</span>
<span style="font-weight: bold;">Rim Nassiri</span>
</a>
</div>

<!-- Team Member 5 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.agron.iastate.edu/people/singh-asheesh/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Asheesh.png" alt="" style="width: 90%;" />
</span>
<span style="font-weight: bold;">Asheesh K. Singh</span>
</a>
</div>

<!-- Team Member 6 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.agron.iastate.edu/people/singh-arti-2/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Arti.png" alt="" style="width: 92%;" />
</span>
<span style="font-weight: bold;">Arti Singh</span>
</a>
</div>

<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.linkedin.com/in/james-afful-745247179/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/James.png" alt="James Afful" style="width: 90%;" />
</span>
<span style="font-weight: bold;">James Afful</span>
</a>
</div>

<!-- Team Member 7 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://chinmayhegde.github.io/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Chinmay1.png" alt="" style="width: 95%;" />
</span>
<span style="font-weight: bold;">Chinmay Hegde</span>
</a>
</div>
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.linkedin.com/in/anushrutjignasu/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Anushrut.png" alt="Anushrut Jignasu" style="width: 90%;" />
</span>
<span style="font-weight: bold;">Anushrut Jignasu</span>
</a>
</div>


<!-- Team Member 8 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.engineering.iastate.edu/people/profile/baskarg/" target="_blank" style="border-bottom: none;">
Expand All @@ -321,13 +272,13 @@ <h2 class="title is-3">
</a>
</div>

<!-- Team Member 9 -->
<!-- Team Member 11 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.linkedin.com/in/aditya-balu/" target="_blank" style="border-bottom: none;">
<a href="https://www.engineering.iastate.edu/people/profile/soumiks/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Aditya.png" alt="" style="width: 90%;" />
<img src="static/images/team/Soumik1.png" alt="" style="width: 92%;" />
</span>
<span style="font-weight: bold;">Aditya Balu</span>
<span style="font-weight: bold;">Soumik Sarkar</span>
</a>
</div>

Expand All @@ -341,15 +292,7 @@ <h2 class="title is-3">
</a>
</div>

<!-- Team Member 11 -->
<div class="column is-one-fifth has-text-centered video-column">
<a href="https://www.engineering.iastate.edu/people/profile/soumiks/" target="_blank" style="border-bottom: none;">
<span class="image">
<img src="static/images/team/Soumik1.png" alt="" style="width: 92%;" />
</span>
<span style="font-weight: bold;">Soumik Sarkar</span>
</a>
</div>


</div>
</div>
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