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    <title>Me | Zongyan Han</title>
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      <title>Me</title>
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    <item>
      <title>Ground3D-LMM: Fine-Grained 3D Point Grounding and Spatial Reasoning with LMM</title>
      <link>https://hanzy1996.github.io/publications/ground3d-lmm-fine-grained-3d-point-grounding-and-spatial-reasoning-with-lmm/</link>
      <pubDate>Tue, 08 Sep 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/ground3d-lmm-fine-grained-3d-point-grounding-and-spatial-reasoning-with-lmm/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1007/978-3-032-37461-5_11&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
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    <item>
      <title>Thinking Beyond Labels: Vocabulary-Free Fine-Grained Recognition using Reasoning-Augmented LMMs</title>
      <link>https://hanzy1996.github.io/publications/thinking-beyond-labels-vocabulary-free-fine-grained-recognition-using-reasoning-augmented-/</link>
      <pubDate>Wed, 03 Jun 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/thinking-beyond-labels-vocabulary-free-fine-grained-recognition-using-reasoning-augmented-/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://openaccess.thecvf.com/content/CVPR2026/html/Demidov_Thinking_Beyond_Labels_Vocabulary-Free_Fine-Grained_Recognition_using_Reasoning-Augmented_LMMs_CVPR_2026_paper.html&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
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    </item>
    
    <item>
      <title>Bring Your Dreams to Life: Continual Text-to-Video Customization</title>
      <link>https://hanzy1996.github.io/publications/bring-your-dreams-to-life-continual-text-to-video-customization/</link>
      <pubDate>Tue, 20 Jan 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/bring-your-dreams-to-life-continual-text-to-video-customization/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://ojs.aaai.org/index.php/AAAI/article/view/37361&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
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    </item>
    
    <item>
      <title>All in One: Visual-Description-Guided Unified Point Cloud Segmentation</title>
      <link>https://hanzy1996.github.io/publications/all-in-one-visual-description-guided-unified-point-cloud-segmentation/</link>
      <pubDate>Sun, 19 Oct 2025 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/all-in-one-visual-description-guided-unified-point-cloud-segmentation/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://openaccess.thecvf.com/content/ICCV2025/html/Han_All_in_One_Visual-Description-Guided_Unified_Point_Cloud_Segmentation_ICCV_2025_paper.html&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
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    </item>
    
    <item>
      <title>MIRA: A Novel Framework for Fusing Modalities in Medical RAG</title>
      <link>https://hanzy1996.github.io/publications/mira-a-novel-framework-for-fusing-modalities-in-medical-rag/</link>
      <pubDate>Mon, 27 Oct 2025 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/mira-a-novel-framework-for-fusing-modalities-in-medical-rag/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1145/3746027.3755760&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>ZS-VAT: Learning Unbiased Attribute Knowledge for Zero-Shot Recognition through Visual Attribute Transformer</title>
      <link>https://hanzy1996.github.io/publications/zs-vat-learning-unbiased-attribute-knowledge-for-zero-shot-recognition-through-visual-attr/</link>
      <pubDate>Mon, 01 Apr 2024 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/zs-vat-learning-unbiased-attribute-knowledge-for-zero-shot-recognition-through-visual-attr/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1109/TNNLS.2024.3386935&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Semantic Contrastive Embedding for Generalized Zero-Shot Learning</title>
      <link>https://hanzy1996.github.io/publications/semantic-contrastive-embedding-for-generalized-zero-shot-learning/</link>
      <pubDate>Thu, 18 Aug 2022 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/semantic-contrastive-embedding-for-generalized-zero-shot-learning/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1007/s11263-022-01656-y&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Domain Disentangled Generative Adversarial Network for Zero-Shot Sketch-Based 3D Shape Retrieval</title>
      <link>https://hanzy1996.github.io/publications/domain-disentangled-generative-adversarial-network-for-zero-shot-sketch-based-3d-shape-ret/</link>
      <pubDate>Tue, 22 Feb 2022 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/domain-disentangled-generative-adversarial-network-for-zero-shot-sketch-based-3d-shape-ret/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://ojs.aaai.org/index.php/AAAI/article/view/20195&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Contrastive Embedding for Generalized Zero-Shot Learning</title>
      <link>https://hanzy1996.github.io/publications/contrastive-embedding-for-generalized-zero-shot-learning/</link>
      <pubDate>Sat, 19 Jun 2021 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/contrastive-embedding-for-generalized-zero-shot-learning/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1109/CVPR46437.2021.00240&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Inference Guided Feature Generation for Generalized Zero-Shot Learning</title>
      <link>https://hanzy1996.github.io/publications/inference-guided-feature-generation-for-generalized-zero-shot-learning/</link>
      <pubDate>Mon, 01 Mar 2021 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/inference-guided-feature-generation-for-generalized-zero-shot-learning/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1016/j.neucom.2020.10.080&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Learning the Redundancy-free Features for Generalized Zero-Shot Object Recognition</title>
      <link>https://hanzy1996.github.io/publications/learning-the-redundancy-free-features-for-generalized-zero-shot-object-recognition/</link>
      <pubDate>Sun, 14 Jun 2020 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/learning-the-redundancy-free-features-for-generalized-zero-shot-object-recognition/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1109/CVPR42600.2020.01288&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Autoencoder-Based Latent Block-Diagonal Representation for Subspace Clustering</title>
      <link>https://hanzy1996.github.io/publications/autoencoder-based-latent-block-diagonal-representation-for-subspace-clustering/</link>
      <pubDate>Sun, 01 Nov 2020 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/autoencoder-based-latent-block-diagonal-representation-for-subspace-clustering/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://doi.org/10.1109/TCYB.2020.3031666&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>AgroGround: Multi-Granularity Grounded Recognition in Agriculture</title>
      <link>https://hanzy1996.github.io/publications/agroground-multi-granularity-grounded-recognition-in-agriculture/</link>
      <pubDate>Sat, 03 Oct 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/agroground-multi-granularity-grounded-recognition-in-agriculture/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://arxiv.org/abs/2610.04425&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the preprint&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Gaussian-JEPA: Joint-Embedding Predictive Learning for 3D Gaussian Splats</title>
      <link>https://hanzy1996.github.io/publications/gaussian-jepa-joint-embedding-predictive-learning-for-3d-gaussian-splats/</link>
      <pubDate>Sun, 16 Aug 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/gaussian-jepa-joint-embedding-predictive-learning-for-3d-gaussian-splats/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://arxiv.org/abs/2608.15651&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the preprint&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Audit After Segmentation: Reference-Free Mask Quality Assessment for Language-Referred Audio-Visual Segmentation</title>
      <link>https://hanzy1996.github.io/publications/audit-after-segmentation-reference-free-mask-quality-assessment-for-language-referred-audi/</link>
      <pubDate>Tue, 03 Feb 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/audit-after-segmentation-reference-free-mask-quality-assessment-for-language-referred-audi/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://arxiv.org/abs/2602.03892&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the preprint&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Composed Object Retrieval: Object-level Retrieval via Composed Expressions</title>
      <link>https://hanzy1996.github.io/publications/composed-object-retrieval-object-level-retrieval-via-composed-expressions/</link>
      <pubDate>Wed, 06 Aug 2025 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/composed-object-retrieval-object-level-retrieval-via-composed-expressions/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://arxiv.org/abs/2508.04424&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the preprint&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>OpenSeg-R: Improving Open-Vocabulary Segmentation via Step-by-Step Visual Reasoning</title>
      <link>https://hanzy1996.github.io/publications/openseg-r-improving-open-vocabulary-segmentation-via-step-by-step-visual-reasoning/</link>
      <pubDate>Thu, 22 May 2025 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/openseg-r-improving-open-vocabulary-segmentation-via-step-by-step-visual-reasoning/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://arxiv.org/abs/2505.16974&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the preprint&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Large Kernel Network for Efficient Image Restoration</title>
      <link>https://hanzy1996.github.io/publications/large-kernel-network-for-efficient-image-restoration/</link>
      <pubDate>Fri, 09 Oct 2026 00:00:00 +0000</pubDate>
      <guid>https://hanzy1996.github.io/publications/large-kernel-network-for-efficient-image-restoration/</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://ieeexplore.ieee.org/abstract/document/11732309&#34; target=&#34;_blank&#34; rel=&#34;noopener&#34;&gt;Read the paper&lt;/a&gt;&lt;/p&gt;
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