cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2adkca
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038642-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16410512
title: Airways to Alteration (A2A)
DOI: 10.5281/zenodo.16410513
title: Airways to Alteration (A2A)
DOI: 10.15468/dl.xehezv
title: Occurrence Download

description: A dataset containing 3853 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhexia alifanus"
 ]
}

 The dataset includes 3853 records from 117 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038641-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pd3tyh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galinsoga parviflora",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038643-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25282675
title: Evaluation of the applicability of the optical water index

description: 我们评估了绝对光学水指数对不同类型水体的适用性。各类水体的评价过程如下：首先，利用Landsat-8和Sentinel-2卫星影像计算了12个水体指数;第二步采用K-means无监督分类方法对影像进行分类，将分类结果分为水体和非水体两类。第三步是手动矢量化真彩色图像，并在ENVI中评估准确性。
DOI: 10.6084/m9.figshare.25282675.v3
title: Evaluation of the applicability of the optical water index to different types of water

description: 我们评估了绝对光学水指数对不同类型水体的适用性。各类水体的评价过程如下：首先，利用Landsat-8和Sentinel-2卫星影像计算了12个水体指数;第二步采用K-means无监督分类方法对影像进行分类，将分类结果分为水体和非水体两类。第三步是手动矢量化真彩色图像，并在ENVI中评估准确性。
DOI: 10.6084/m9.figshare.25282675.v4
title: Evaluation of the applicability of the optical water index

description: 我们评估了绝对光学水指数对不同类型水体的适用性。各类水体的评价过程如下：首先，利用Landsat-8和Sentinel-2卫星影像计算了12个水体指数;第二步采用K-means无监督分类方法对影像进行分类，将分类结果分为水体和非水体两类。第三步是手动矢量化真彩色图像，并在ENVI中评估准确性。
DOI: 10.15468/dl.qj67ma
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zizania latifolia",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 219 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038644-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbxmun
title: Occurrence Download

description: A dataset containing 108361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopochen aegyptiaca",
 "MediaType is Image"
 ]
}

 The dataset includes 108361 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038603-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4hde2
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melia azedarach",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038645-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16410545
title: SceneDial

description: # SceneDial: Scene-Aware Dialogue Generation with Hybrid Memory and Speaker Modeling

**SceneDial** is a dialogue generation framework that incorporates visual scene context and conversational history to generate coherent, role-specific, and context-sensitive responses. It introduces a hybrid memory fusion module and speaker-aware decoding strategy for realistic multi-turn dialogue in situated environments.

---

## 🧠 Overview

This repository implements the model proposed in:

> **"Contextual Scene-Aware Dialogue Generation via Hybrid Memory Fusion and Role-Specific Speaker Modeling"**  > Yue Li, Guangxi University for Nationalities, 2025

Scene-aware conversations (e.g., in vision-grounded agents, robotics, AR/VR) require an understanding of:

- Multimodal visual features (scene objects, relationships)  - Speaker-specific roles (e.g., guide vs tourist)  - Coherent response generation across turns

---

## 🔧 Key Modules

- **Hybrid Memory Fusion (HMF):**    Fuses external scene knowledge (object detection + relations) and internal dialogue history.

- **Role-Specific Speaker Modeling (RSSM):**    Encodes user role (e.g., director vs navigator) to generate speaker-aware responses.

- **Dual Encoder with Cross-Attention:**    Leverages both scene features and memory-enhanced textual context for decoding.

---

## 📁 Project Structure

```bash.├── models/                   # HMF, RSSM, dual encoder-decoder├── data/                     # SceneDial / DSTC10 / SIMMC2 datasets├── scripts/                  # train, eval, inference scripts├── configs/                  # YAML configs for each dataset├── utils/                    # metrics, preprocessing, logging├── checkpoints/              # Trained model weights└── README.md
DOI: 10.5281/zenodo.16410546
title: SceneDial

description: # SceneDial: Scene-Aware Dialogue Generation with Hybrid Memory and Speaker Modeling

**SceneDial** is a dialogue generation framework that incorporates visual scene context and conversational history to generate coherent, role-specific, and context-sensitive responses. It introduces a hybrid memory fusion module and speaker-aware decoding strategy for realistic multi-turn dialogue in situated environments.

---

## 🧠 Overview

This repository implements the model proposed in:

> **"Contextual Scene-Aware Dialogue Generation via Hybrid Memory Fusion and Role-Specific Speaker Modeling"**  > Yue Li, Guangxi University for Nationalities, 2025

Scene-aware conversations (e.g., in vision-grounded agents, robotics, AR/VR) require an understanding of:

- Multimodal visual features (scene objects, relationships)  - Speaker-specific roles (e.g., guide vs tourist)  - Coherent response generation across turns

---

## 🔧 Key Modules

- **Hybrid Memory Fusion (HMF):**    Fuses external scene knowledge (object detection + relations) and internal dialogue history.

- **Role-Specific Speaker Modeling (RSSM):**    Encodes user role (e.g., director vs navigator) to generate speaker-aware responses.

- **Dual Encoder with Cross-Attention:**    Leverages both scene features and memory-enhanced textual context for decoding.

---

## 📁 Project Structure

```bash.├── models/                   # HMF, RSSM, dual encoder-decoder├── data/                     # SceneDial / DSTC10 / SIMMC2 datasets├── scripts/                  # train, eval, inference scripts├── configs/                  # YAML configs for each dataset├── utils/                    # metrics, preprocessing, logging├── checkpoints/              # Trained model weights└── README.md
DOI: 10.15468/dl.pyu722
title: Occurrence Download

description: A dataset containing 3658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melia azedarach",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3658 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038646-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc5hccc
title: CCDC 163722: Experimental Crystal Structure Determination

description: Related Article: Zheming Wang, Yajun Cheng, Chunsheng Liao, Chunhua Yan|2001|CrystEngComm|3|237|doi:10.1039/b109414a
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5prl5
title: CCDC 169867: Experimental Crystal Structure Determination

description: Related Article: K.Shitagami, T.Akutagawa, T.Hasegawa, T.Nakamura, N.Robertson|2001|CrystEngComm|3|256|doi:10.1039/b107858e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5rwg7
title: CCDC 171909: Experimental Crystal Structure Determination

description: Related Article: K.Shitagami, T.Akutagawa, T.Hasegawa, T.Nakamura, N.Robertson|2001|CrystEngComm|3|256|doi:10.1039/b107858e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5t3xz
title: CCDC 173101: Experimental Crystal Structure Determination

description: Related Article: Simon J. Coles, Philip A. Gale, Michael B. Hursthouse|2001|CrystEngComm|3|259|doi:10.1039/b109813f
description: Related Article: Michael B. Hursthouse, Phil A. Gale, Simon J. Coles|2001|University of Southampton, Crystal Structure Report Archive||122|doi:10.5258/ecrystals/122
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wd0f
title: CCDC 175274: Experimental Crystal Structure Determination

description: Related Article: K.Abdur-Rashid, A.J.Lough, R.H.Morris|2001|Can.J.Chem.|79|964|doi:10.1139/cjc-79-5-6-964
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wd1g
title: CCDC 175275: Experimental Crystal Structure Determination

description: Related Article: K.Abdur-Rashid, A.J.Lough, R.H.Morris|2001|Can.J.Chem.|79|964|doi:10.1139/cjc-79-5-6-964
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wd2h
title: CCDC 175276: Experimental Crystal Structure Determination

description: Related Article: K.Abdur-Rashid, A.J.Lough, R.H.Morris|2001|Can.J.Chem.|79|964|doi:10.1139/cjc-79-5-6-964
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5g6tm
title: CCDC 162620: Experimental Crystal Structure Determination

description: Related Article: Daofeng Sun, Rong Cao, Yucang Liang, Maochun Hong|2001|Chem.Lett.|30|878|doi:10.1246/cl.2001.878
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wd3j
title: CCDC 175277: Experimental Crystal Structure Determination

description: Related Article: T.Kawasaki, N.Onoda, H.Watanabe, T.Kitahara|2001|Tetrahedron Lett.|42|8003|doi:10.1016/S0040-4039(01)01650-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc56wz6
title: CCDC 155588: Experimental Crystal Structure Determination

description: Related Article: Baolong Li, Huibiao Liu, Yan Xu, Jietong Chen, Zheng Xu|2001|Chem.Lett.|30|902|doi:10.1246/cl.2001.902
description: Related Article: Bao-Long Li, Bao-Zong Li, Zheng Xu, Jiu-Tong Chen|2003|Wuji Huaxue Xuebao|19|745|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wkvf
title: CCDC 175455: Experimental Crystal Structure Determination

description: Related Article: M.Iyoda, T.Horino, F.Takahashi, M.Hasegawa, M.Yoshida, Y.Kuwatani|2001|Tetrahedron Lett.|42|6883|doi:10.1016/S0040-4039(01)01399-5
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wkwg
title: CCDC 175456: Experimental Crystal Structure Determination

description: Related Article: M.Iyoda, T.Horino, F.Takahashi, M.Hasegawa, M.Yoshida, Y.Kuwatani|2001|Tetrahedron Lett.|42|6883|doi:10.1016/S0040-4039(01)01399-5
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wkxh
title: CCDC 175457: Experimental Crystal Structure Determination

description: Related Article: M.Amat, N.Llor, M.Huguet, E.Molins, E.Espinosa, J.Bosch|2001|Org.Lett.|3|3257|doi:10.1021/ol016418z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5wkyj
title: CCDC 175458: Experimental Crystal Structure Determination

description: Related Article: M.Amat, N.Llor, M.Huguet, E.Molins, E.Espinosa, J.Bosch|2001|Org.Lett.|3|3257|doi:10.1021/ol016418z
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4y5qy
title: CCDC 147210: Experimental Crystal Structure Determination

description: Related Article: E.E.Nifantyev, V.I.Maslennikova, S.E.Goryukhina, M.Yu.Antipin, K.A.Lyssenko, L.K.Vasyanina|2001|J.Organomet.Chem.|631|1|doi:10.1016/S0022-328X(01)00779-3
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc534q3
title: CCDC 151984: Experimental Crystal Structure Determination

description: Related Article: Sock-Sung Yun, Il-Hwan Suh, Eun Hee Kim, Byong-Jin Choi, Samkeun Lee|2001|J.Organomet.Chem.|631|16|doi:10.1016/S0022-328X(01)01021-X
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5mtbx
title: CCDC 167999: Experimental Crystal Structure Determination

description: Related Article: C.Moreno, M.-L.Marcos, G.Dominguez, A.Arnanz, D.H.Farrar, R.Teeple, A.Lough, J.Gonzalez-Velasco, S.Delgado|2001|J.Organomet.Chem.|631|19|doi:10.1016/S0022-328X(01)01028-2
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5p5vv
title: CCDC 169317: Experimental Crystal Structure Determination

description: Related Article: B.S.Williams, P.Dani, M.Lutz, A.L.Spek, G.van Koten|2001|Helv.Chim.Acta|84|3519|doi:10.1002/1522-2675(20011114)84:11<3519::AID-HLCA3519>3.0.CO;2-9
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5rs2r
title: CCDC 171804: Experimental Crystal Structure Determination

description: Related Article: C.Bluchel, A.Linden, A.Vasella|2001|Helv.Chim.Acta|84|3495|doi:10.1002/1522-2675(20011114)84:11<3495::AID-HLCA3495>3.0.CO;2-N
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5p5ww
title: CCDC 169318: Experimental Crystal Structure Determination

description: Related Article: B.S.Williams, P.Dani, M.Lutz, A.L.Spek, G.van Koten|2001|Helv.Chim.Acta|84|3519|doi:10.1002/1522-2675(20011114)84:11<3519::AID-HLCA3519>3.0.CO;2-9
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59kss
title: CCDC 158155: Experimental Crystal Structure Determination

description: Related Article: Yucang Liang, Maochun Hong, Weiping Su, Rong Cao, Jiutong Chen|2001|Helv.Chim.Acta|84|3393|doi:10.1002/1522-2675(20011114)84:11<3393::AID-HLCA3393>3.0.CO;2-4
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc59ktt
title: CCDC 158156: Experimental Crystal Structure Determination

description: Related Article: Yucang Liang, Maochun Hong, Weiping Su, Rong Cao, Jiutong Chen|2001|Helv.Chim.Acta|84|3393|doi:10.1002/1522-2675(20011114)84:11<3393::AID-HLCA3393>3.0.CO;2-4
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5lxzm
title: CCDC 167151: Experimental Crystal Structure Determination

description: Related Article: Changchun Fu, A.Linden, H.Heimgartner|2001|Helv.Chim.Acta|84|3319|doi:10.1002/1522-2675(20011114)84:11<3319::AID-HLCA3319>3.0.CO;2-L
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc5ly0p
title: CCDC 167152: Experimental Crystal Structure Determination

description: Related Article: Changchun Fu, A.Linden, H.Heimgartner|2001|Helv.Chim.Acta|84|3319|doi:10.1002/1522-2675(20011114)84:11<3319::AID-HLCA3319>3.0.CO;2-L
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.wmjggx
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acacia globulifera)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 111 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011484-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.