多模态实践项目全文件包含单模态文件

上传者: 61784978 | 上传时间: 2025-09-19 20:37:18 | 文件大小: 237.82MB | 文件类型: ZIP
适用人群 新手小白:只需具备基础的Python语法知识,无需深度学习背景。 AI入门者:希望系统了解多模态AI、谣言检测等实际工程流程的同学。 工程实践者:需要可复现、可扩展的多模态AI项目代码作为参考的开发者。 使用场景 自学入门:从最基础的单模态模型(如CNN、TextCNN、BERT等)到多模态融合(早期拼接、注意力、投票等),循序渐进,适合零基础到进阶学习。 课程实验:可作为高校AI课程、数据科学课程的实验项目。 工程参考:为实际多模态项目开发提供结构化、模块化的代码范例。 目录结构 img:图像模态(2D-CNN)建模与实验 txt:文本模态(FastText、TextCNN、Transformer等)建模与实验 html_mod:网页模态(HTML文本、BERT等)建模与实验 fusion:多模态融合(特征拼接、注意力、投票等)全流程实现与对比 其他说明 路径问题:由于不同操作系统或解压方式,部分代码中的数据/模型路径可能需根据实际情况手动调整。 依赖环境:建议参考各子文件夹下的requirements.txt或README.md,提前安装所需依赖。 数据集:部分实验需下载MR2等公开数据集,详见各期说明或README指引。 完整复现:所有代码均可独立运行,支持超参数调优、实验结果可视化等功能。

文件下载

资源详情

[{"title":"( 177 个子文件 237.82MB ) 多模态实践项目全文件包含单模态文件","children":[{"title":"hpo_basic_1dcnn.csv <span style='color:#111;'> 4.14KB </span>","children":null,"spread":false},{"title":"hpo_textcnn.csv <span style='color:#111;'> 4.13KB </span>","children":null,"spread":false},{"title":"hpo_transformer.csv <span style='color:#111;'> 4.12KB </span>","children":null,"spread":false},{"title":"hpo_transformer-checkpoint.csv <span style='color:#111;'> 4.12KB </span>","children":null,"spread":false},{"title":"hpo_textcnn-checkpoint.csv <span style='color:#111;'> 4.04KB </span>","children":null,"spread":false},{"title":"hpo_basic_1dcnn-checkpoint.csv <span style='color:#111;'> 4.03KB </span>","children":null,"spread":false},{"title":"hpo_transformer.csv <span style='color:#111;'> 3.98KB </span>","children":null,"spread":false},{"title":"hpo_textcnn.csv <span style='color:#111;'> 3.98KB </span>","children":null,"spread":false},{"title":"hpo_basic_1dcnn.csv <span style='color:#111;'> 3.95KB </span>","children":null,"spread":false},{"title":"hpo_transformer-checkpoint.csv <span style='color:#111;'> 3.94KB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0.csv <span style='color:#111;'> 3.41KB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0-checkpoint.csv <span style='color:#111;'> 3.41KB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn.csv <span style='color:#111;'> 3.40KB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn-checkpoint.csv <span style='color:#111;'> 3.40KB </span>","children":null,"spread":false},{"title":"hpo_vgg16.csv <span style='color:#111;'> 3.38KB </span>","children":null,"spread":false},{"title":"hpo_vgg16-checkpoint.csv <span style='color:#111;'> 3.38KB </span>","children":null,"spread":false},{"title":"hpo_resnet18-checkpoint.csv <span style='color:#111;'> 3.34KB </span>","children":null,"spread":false},{"title":"hpo_resnet18.csv <span style='color:#111;'> 3.34KB </span>","children":null,"spread":false},{"title":"hpo_fusion_late_attention.csv <span style='color:#111;'> 3.18KB </span>","children":null,"spread":false},{"title":"hpo_fusion_early_attention.csv <span style='color:#111;'> 3.17KB </span>","children":null,"spread":false},{"title":"hpo_fusion_early_concat.csv <span style='color:#111;'> 3.17KB </span>","children":null,"spread":false},{"title":"hpo_fusion_late_vote.csv <span style='color:#111;'> 3.17KB </span>","children":null,"spread":false},{"title":"hpo_bert.csv <span style='color:#111;'> 1.37KB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn_contour.html <span style='color:#111;'> 4.51MB </span>","children":null,"spread":false},{"title":"hpo_vgg16_contour.html <span style='color:#111;'> 4.51MB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0_contour.html <span style='color:#111;'> 4.51MB </span>","children":null,"spread":false},{"title":"hpo_transformer_contour.html <span style='color:#111;'> 4.51MB </span>","children":null,"spread":false},{"title":"hpo_resnet18_contour.html <span style='color:#111;'> 4.51MB </span>","children":null,"spread":false},{"title":"hpo_textcnn_contour.html <span style='color:#111;'> 4.51MB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn_slice.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0_slice.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_vgg16_slice.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_transformer_slice.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_textcnn_slice.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_resnet18_slice.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_textcnn_parallel_coordinate.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_resnet18_parallel_coordinate.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_transformer_parallel_coordinate.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0_parallel_coordinate.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn_parallel_coordinate.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_vgg16_parallel_coordinate.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_transformer_optimization_history.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_resnet18_optimization_history.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_textcnn_optimization_history.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_vgg16_optimization_history.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn_optimization_history.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0_optimization_history.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_vgg16_param_importances.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_efficientnet_b0_param_importances.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_textcnn_param_importances.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_resnet18_param_importances.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_basic_cnn_param_importances.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"hpo_transformer_param_importances.html <span style='color:#111;'> 4.45MB </span>","children":null,"spread":false},{"title":"数据集读取验证.ipynb <span style='color:#111;'> 84.92KB </span>","children":null,"spread":false},{"title":"Untitled-checkpoint.ipynb <span style='color:#111;'> 3.31KB </span>","children":null,"spread":false},{"title":"Untitled.ipynb <span style='color:#111;'> 3.27KB </span>","children":null,"spread":false},{"title":"Untitled-checkpoint.ipynb <span style='color:#111;'> 3.27KB </span>","children":null,"spread":false},{"title":"Untitled.ipynb <span style='color:#111;'> 2.98KB </span>","children":null,"spread":false},{"title":"Untitled.ipynb <span style='color:#111;'> 2.91KB </span>","children":null,"spread":false},{"title":"Untitled.ipynb <span style='color:#111;'> 2.76KB </span>","children":null,"spread":false},{"title":"Untitled-checkpoint.ipynb <span style='color:#111;'> 72B </span>","children":null,"spread":false},{"title":"Untitled-checkpoint.ipynb <span style='color:#111;'> 72B </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 7.96KB </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 5.62KB </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 5.33KB </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 2.90KB </span>","children":null,"spread":false},{"title":"experiment_log.md <span style='color:#111;'> 1.97KB </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 1.22KB </span>","children":null,"spread":false},{"title":"transformer_newplot.png <span style='color:#111;'> 649.73KB </span>","children":null,"spread":false},{"title":"textnet_newplot (4).png <span style='color:#111;'> 646.03KB </span>","children":null,"spread":false},{"title":"transformer_newplot (2).png <span style='color:#111;'> 378.72KB </span>","children":null,"spread":false},{"title":"textnet_newplot (1).png <span style='color:#111;'> 357.67KB </span>","children":null,"spread":false},{"title":"textnet_newplot.png <span style='color:#111;'> 107.86KB </span>","children":null,"spread":false},{"title":"transformer_newplot (4).png <span style='color:#111;'> 100.35KB </span>","children":null,"spread":false},{"title":"textnet_newplot (3).png <span style='color:#111;'> 62.98KB </span>","children":null,"spread":false},{"title":"transformer_newplot (1).png <span style='color:#111;'> 56.92KB </span>","children":null,"spread":false},{"title":"textnet_newplot (2).png <span style='color:#111;'> 56.11KB </span>","children":null,"spread":false},{"title":"transformer_newplot (3).png <span style='color:#111;'> 55.65KB </span>","children":null,"spread":false},{"title":"best_fusion.pth <span style='color:#111;'> 134.57MB </span>","children":null,"spread":false},{"title":"best_transformer.pth <span style='color:#111;'> 12.17MB </span>","children":null,"spread":false},{"title":"best_basic_1dcnn.pth <span style='color:#111;'> 2.57MB </span>","children":null,"spread":false},{"title":"best_textcnn.pth <span style='color:#111;'> 1.38MB </span>","children":null,"spread":false},{"title":"best_fasttext.pth <span style='color:#111;'> 5.06KB </span>","children":null,"spread":false},{"title":"train_fusion.py <span style='color:#111;'> 12.97KB </span>","children":null,"spread":false},{"title":"train_html.py <span style='color:#111;'> 9.08KB </span>","children":null,"spread":false},{"title":"hpo_html.py <span style='color:#111;'> 8.75KB </span>","children":null,"spread":false},{"title":"dataset.py <span style='color:#111;'> 7.84KB </span>","children":null,"spread":false},{"title":"train_txt.py <span style='color:#111;'> 7.56KB </span>","children":null,"spread":false},{"title":"hpo_fusion.py <span style='color:#111;'> 7.09KB </span>","children":null,"spread":false},{"title":"train_img.py <span style='color:#111;'> 6.29KB </span>","children":null,"spread":false},{"title":"hpo_txt.py <span style='color:#111;'> 6.08KB </span>","children":null,"spread":false},{"title":"hpo_img.py <span style='color:#111;'> 5.58KB </span>","children":null,"spread":false},{"title":"dataset.py <span style='color:#111;'> 3.44KB </span>","children":null,"spread":false},{"title":"visualize_hpo_results-checkpoint.py <span style='color:#111;'> 2.62KB </span>","children":null,"spread":false},{"title":"visualize_hpo_results.py <span style='color:#111;'> 2.62KB </span>","children":null,"spread":false},{"title":"visualize_hpo_results-checkpoint.py <span style='color:#111;'> 2.62KB </span>","children":null,"spread":false},{"title":"visualize_hpo_results.py <span style='color:#111;'> 2.62KB </span>","children":null,"spread":false},{"title":"visualize_hpo_results-checkpoint.py <span style='color:#111;'> 2.62KB </span>","children":null,"spread":false},{"title":"visualize_hpo_results.py <span style='color:#111;'> 2.62KB </span>","children":null,"spread":false},{"title":"dataset.py <span style='color:#111;'> 2.27KB </span>","children":null,"spread":false},{"title":"......","children":null,"spread":false},{"title":"<span style='color:steelblue;'>文件过多,未全部展示</span>","children":null,"spread":false}],"spread":true}]

评论信息

免责申明

【只为小站】的资源来自网友分享,仅供学习研究,请务必在下载后24小时内给予删除,不得用于其他任何用途,否则后果自负。基于互联网的特殊性,【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查;无论 【只为小站】 经营者是否已进行审查,用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场,基于网友分享,根据中国法律《信息网络传播权保护条例》第二十二条之规定,若资源存在侵权或相关问题请联系本站客服人员,zhiweidada#qq.com,请把#换成@,本站将给予最大的支持与配合,做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明