Neuromm2026 Ytyan Ckpts
NeuroMM 2026 参赛系统的模型权重存档,用于结果复现与审计。任务为 EEG 发作间期癫痫样放电(IED)分析,核心难点是将真实 IED 与生理/运动伪差(眼动、肌电、体动)分离,可选用同步多模态信号。
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- 176 KB–66,6 MB
- Version
- vRevision 4f72be1
- Aktualisiert
- 28. Okt. 2026
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- @nbclass666
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- Hugging Face
Quellenbeschreibung
NeuroMM 2026 Checkpoints (Tracks 1–3)
NeuroMM 2026 参赛系统的模型权重存档,用于结果复现与审计。任务为 EEG 发作间期癫痫样放电(IED)分析,核心难点是将真实 IED 与生理/运动伪差(眼动、肌电、体动)分离,可选用同步多模态信号。
权重共 354 个 .pt,约 77 GB,仅含推理用 state_dict(无优化器状态)。配套代码包:REPRODUCTION_PACKAGE_NeuroMM2026_ytyan(含 reproduce_t{1,2,3}.py、train/ 训练与推理脚本、CHECKPOINTS_MANIFEST.md 逐权重清单)。
系统构成与成绩
| 赛道 | 任务 | 指标 | 测试集 | 系统 |
|---|---|---|---|---|
| 1 | IED 检测(二分类) | AUPRC | 0.9632 | 纯 EEG 多底模,5 折 CV,折外(OOF)秩平均集成 |
| 2 | 上下文分类(二分类) | AUPRC | 0.9748 | EEG + 视频(通道注意力 EEG 主干 + DINOv2 视频特征),候选集直推式自训练 |
| 3 | 源/亚型(5 分类) | weighted-F1 | 0.7891 | 纯 EEG 多底模,确定性测试期校准 |
底模族:ConvNeXt / EfficientNet 多任务系列、EEG-Conformer、TCN、LaBraM、拓扑 CB-Focal。T3 校准链:Dirichlet 不确定性加权 → Aitchison 单纯形均值 → 伪被试聚类去偏 → 类先验锚定 → kNN 近邻借标。
目录结构
| 目录 | 内容 |
|---|---|
baseline_shared/ | T3 底模(ConvNeXt / topo / LaBraM)+ 跨赛道共享主干 |
track1_2_research/ | T1 / T2 模型:CV 各折、DANN、LaBraM probe |
.pt 文件名与代码包脚本一致。T3 底模与跨赛道共享主干均在 baseline_shared/,故无独立 T3 目录。
复现流程
pip install -U "huggingface_hub[hf_transfer]"
export HF_HUB_ENABLE_HF_TRANSFER=1
hf download nbclass666/neuromm2026-ytyan-ckpts --repo-type model --local-dir ./ckpts
复现代码均在配套代码包 REPRODUCTION_PACKAGE_NeuroMM2026_ytyan,提供三种方式:
- 用随包预测:以
reproduce_t{1,2,3}.py对代码包内的逐底模预测npz/执行集成与测试期校准。不需权重与 GPU。 - 用本仓权重:加载本仓
.pt,运行代码包train/下的推理脚本在候选集生成各底模预测npz/,再执行方式 1。需 GPU。 - 从零训练:训练脚本与完整流程见代码包(各赛道
TRAINING.md与train/),不在本仓库;需 GPU 与训练数据(EEG/视频特征、标注、候选测试集)。
备注
- T3 的
swa_greedy分量依赖未保留的 SWA 逐轮快照,无法从权重重建;其预测npz已随代码包提供,该分量直接复用,其余 15 个分量从本仓权重重生成。 - T2 / T3 含直推式步骤:在无标签候选集上自训练,以及从带标签验证集做近邻借标;全程未使用测试集标签。
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1 Quelle
Quellen
1 QuelleVerifiziert 28. Okt.
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64 Artefaktebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_B_MT_only_seed0_lr0.002/best.pt
pt · 11,3 MB · SHA-256 3dd532e189e3…a59c · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_B_MT_only_seed1_lr0.002/best.pt
pt · 11,3 MB · SHA-256 193386086241…4158 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_in_AB_IN_MT_lam05_seed0_lr0.002/best.pt
pt · 11,3 MB · SHA-256 11794424b496…49a6 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_in_AB_IN_MT_seed0_lr0.002/best.pt
pt · 11,3 MB · SHA-256 421e090af681…6be5 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_in_AB_IN_MT_seed1_lr0.002/best.pt
pt · 11,3 MB · SHA-256 33a2d1cd3695…75be · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_in_AB_IN_MT_seed2_lr0.002/best.pt
pt · 11,3 MB · SHA-256 9986614f8a09…5f54 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_multitask_in_smoke_seed0_lr0.002/best.pt
pt · 11,3 MB · SHA-256 825844ccba0a…3f1b · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed0_lr0.002_aug_onlyall/best.pt
pt · 11,4 MB · SHA-256 3b6fd020dda2…cfb9 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed0_lr0.002_aug_onlycd01/best.pt
pt · 11,4 MB · SHA-256 33d9d8db2a46…067d · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed0_lr0.002_aug_onlysc01/best.pt
pt · 11,4 MB · SHA-256 440e8f8e870d…6d36 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed0_lr0.002_aug_onlysccd/best.pt
pt · 11,4 MB · SHA-256 ea481ba7cfcb…010b · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed0_lr0.002_aug_onlystrong/best.pt
pt · 11,4 MB · SHA-256 83229ca83111…00e9 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed0_lr0.002_aug_onlytm03/best.pt
pt · 11,4 MB · SHA-256 a2b9d3fb9e55…f96c · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed1_lr0.002_aug_onlyall_s1/best.pt
pt · 11,4 MB · SHA-256 739dd3d482ee…a6f5 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.0_wu0_seed1_lr0.002_aug_onlysccd_s1/best.pt
pt · 11,4 MB · SHA-256 a208f3b0915d…4335 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed0_lr0.002_augsc01/best.pt
pt · 11,4 MB · SHA-256 ab40d85ed3ac…16e1 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed0_lr0.002_augsc01cd01/best.pt
pt · 11,4 MB · SHA-256 4cc140fc339f…bf4a · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed0_lr0.002/best.pt
pt · 11,4 MB · SHA-256 a30781b96219…087b · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed1_lr0.002_augsc01/best.pt
pt · 11,4 MB · SHA-256 2f68aebf383b…5402 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed1_lr0.002_augsc01cd01/best.pt
pt · 11,4 MB · SHA-256 c101f9cfa6ce…cf85 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed1_lr0.002/best.pt
pt · 11,4 MB · SHA-256 db7c266ebd79…b488 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed2_lr0.002/best.pt
pt · 11,4 MB · SHA-256 c65a0f6b162f…2a09 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed3_lr0.002/best.pt
pt · 11,4 MB · SHA-256 f38702ca606f…57d6 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed4_lr0.002/best.pt
pt · 11,4 MB · SHA-256 eed3e82b28e9…3f8f · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed5_lr0.002/best.pt
pt · 11,4 MB · SHA-256 0003f5441937…eaf3 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed6_lr0.002/best.pt
pt · 11,4 MB · SHA-256 6e58ad471700…5dd7 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed7_lr0.002/best.pt
pt · 11,4 MB · SHA-256 75299fa0f07b…e830 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed8_lr0.002/best.pt
pt · 11,4 MB · SHA-256 357b626c5b93…f014 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.05_wu5_seed9_lr0.002/best.pt
pt · 11,4 MB · SHA-256 16282ccac678…3110 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.1_wu1_seed0_lr0.002_smoke/best.pt
pt · 11,4 MB · SHA-256 011c72dc10cd…ff02 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.1_wu5_seed0_lr0.002/best.pt
pt · 11,4 MB · SHA-256 b4e1a90e8e31…5636 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.1_wu5_seed1_lr0.002/best.pt
pt · 11,4 MB · SHA-256 d5e0c150dbb2…6092 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.3_wu5_seed0_lr0.002/best.pt
pt · 11,4 MB · SHA-256 8eb311fa2188…84da · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.3_wu5_seed1_lr0.002/best.pt
pt · 11,4 MB · SHA-256 54caa7f4a59e…1cd4 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.5_wu5_seed0_lr0.002/best.pt
pt · 11,4 MB · SHA-256 97b466df4bd4…7718 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_eegnet_patientAdv_lam0.5_wu5_seed1_lr0.002/best.pt
pt · 11,4 MB · SHA-256 7f39b8c49624…dfc9 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_video_asym__eegnet__clip-base__seed0__lr0.002/best.pt
pt · 11,6 MB · SHA-256 cb3cfe2bbce3…d1c3 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_video_asym__eegnet__clip-base__seed2__lr0.002_R9/best.pt
pt · 11,6 MB · SHA-256 220fbdc32c32…73a0 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_video_asym__tcnet_eeg__clip-base__seed0__lr0.002_R11/best.pt
pt · 7,87 MB · SHA-256 89f8d718ad0f…bc8f · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_video_asym__tcnet_eeg__dinov2-base__seed0__lr0.002_R11/best.pt
pt · 8,12 MB · SHA-256 2f789aa0d832…3ae4 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_video_asym__tcnet_eeg__dinov2-base__seed1__lr0.002_R11/best.pt
pt · 8,12 MB · SHA-256 3095ff123a3b…228c · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/eeg_video_asym__tcnet_eeg__siglip-base__seed0__lr0.002_R11/best.pt
pt · 8,12 MB · SHA-256 7b7ca1373617…24fd · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_toporamb_seed0/best.pt
pt · 1,26 MB · SHA-256 7d65706de22e…2c95 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_toporamb_seed1/best.pt
pt · 1,26 MB · SHA-256 9cd6bfb8006e…04b9 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_toporamb_seed2/best.pt
pt · 1,26 MB · SHA-256 179a7fc0d3f4…fe9e · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_toporamb_seed3/best.pt
pt · 1,26 MB · SHA-256 319aa231beed…6857 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-eeg_inception__seed0__lr0.0005/best.pt
pt · 176 KB · SHA-256 28740e8a0389…2b93 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-eeg_inception__seed1__lr0.0005/best.pt
pt · 176 KB · SHA-256 485a37ba1849…3df9 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-eeg_inception__seed2__lr0.0005/best.pt
pt · 176 KB · SHA-256 48e6494c4a80…2413 · Hugging Face
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pt · 176 KB · SHA-256 2c8ab84d5023…5f96 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-eegnet_m__seed0__lr0.0005/best.pt
pt · 5,80 MB · SHA-256 126069e0150f…bb71 · Hugging Face
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pt · 5,80 MB · SHA-256 fafb57dc256b…9ee4 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-eegnet_m__seed2__lr0.0005/best.pt
pt · 5,80 MB · SHA-256 7e095280cc12…5b4a · Hugging Face
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pt · 5,80 MB · SHA-256 7e6e80e3dc62…a002 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed0__lr0.0001/best.pt
pt · 66,6 MB · SHA-256 8d9166261cb0…3c23 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed0__lr0.0005/best.pt
pt · 66,6 MB · SHA-256 980a8b87d8b4…a988 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed0__lr0.001/best.pt
pt · 66,6 MB · SHA-256 2db1834b0b5b…924c · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed0__lr5e-05/best.pt
pt · 66,6 MB · SHA-256 ead3b1129f30…bf55 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed1__lr0.0001/best.pt
pt · 66,6 MB · SHA-256 25fdf6826020…c014 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed1__lr0.0005/best.pt
pt · 66,6 MB · SHA-256 e7f94940b023…929c · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed1__lr0.001/best.pt
pt · 66,6 MB · SHA-256 dfbbc57f8354…1f0e · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed1__lr5e-05/best.pt
pt · 66,6 MB · SHA-256 557425196acb…e626 · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed2__lr0.0005/best.pt
pt · 66,6 MB · SHA-256 29ed507b0ea1…2d7d · Hugging Face
Download filebaseline_shared/neuromm26_results/checkpoints/neuromm26_train_eeg_only__legacy-labram_base__seed3__lr0.0005/best.pt
pt · 66,6 MB · SHA-256 eb09eaa4b01d…2119 · Hugging Face
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3 Auszüge--- license: cc-by-4.0 tags: - neuromm-2026 - eeg - epilepsy - checkpoints --- # NeuroMM 2026 Checkpoints (Tracks 1–3) NeuroMM 2026 参赛系统的模型权重存档,用于结果复现与审计。任务为 EEG 发作间期癫痫样放电(IED)分析,核心难点是将真实 IED 与生理/运动伪差(眼动、肌电、体动)分离,可选用同步多模态信号。 权重共 354 个 `.pt`,约 77 GB,仅含推理用 `state_dict`(无优化器状态)。配套代码包:`REPRODUCTION_PACKAGE_NeuroMM2026_ytyan`(含 `reproduce_t{1,2,3}.py`、`train/` 训练与推理脚本、`CHECKPOINTS_MANIFEST.md` 逐权重清单)。 ## 系统构成与成绩 | 赛道 | 任务 | 指标 | 测试集 | 系统 | |---|---|---|---|---| | 1 | IED 检测(二分类) | AUPRC | 0.9632 | 纯 EEG 多底模,5 折 CV,折外(OOF)秩平均集成 | | 2 | 上下文分类(二分类) | AUPRC | 0.9748 | EEG + 视频(通道注意力 EEG 主干 + DINOv2 视频特征),候选集直推式自训练 | | 3 | 源/亚型(5 分类) | weighted-F1 | 0.7891 | 纯 EEG 多底模,确定性测试期校准 | 底模族:ConvNeXt / EfficientNet 多任务系列、EEG-Conformer、TCN、LaBraM、拓扑 CB-Focal。T3 校准链:Dirichlet 不确定性加权 → Aitchison 单纯形均值 → 伪被试聚类去偏 → 类先验锚定 → kNN 近邻借标。 ## 目录结构 | 目录 | 内容 | |---|---| | `baseline_shared/` | T3 底模(ConvNeXt / topo / LaBraM)+ 跨赛道共享主干 | | `track1_2_research/` | T1 / T2 模型:CV 各折、DANN、LaBraM probe | `.pt` 文件名与代码包脚本一致。T3 底模与跨赛道共享主干均在 `baseline_shared/`,故无独立 T3 目录。 ## 复现流程 ```bash pip install -U "huggingface_hub[hf_transfer]" export HF_HUB_ENABLE_HF_TRANSFER=1 hf download nbclass666/neuromm2026-ytyan-ckpts --repo-type model --local-dir ./ckpts ``` 复现代码均在配套代码包 `REPRODUCTION_PACKAGE_NeuroMM2026_ytyan`,提供三种方式: 1. **用随包预测**:以 `reproduce_t{1,2,3}.py` 对代码包内的逐底模预测 `npz/` 执行集成与测试期校准。不需权重与 GPU。 2. **用本仓权重**:加载本仓 `.pt`,运行代码包 `train/` 下的推理脚本在候选集生成各底模预测 `npz/`,再执行方式 1。需 GPU。 3. **从零训练**:训练脚本与完整流程见代码包(各赛道 `TRAINING.md` 与 `train/`),不在本仓库;需 GPU 与训练数据(EEG/视频特征、标注、候选测试集)。 ## 备注 - T3 的 `swa_greedy` 分量依赖未保留的 SWA 逐轮快照,无法从权重重建;其预测 `npz` 已随代码包提供,该分量直接复用,其余 15 个分量从本仓权重重生成。 - T2 / T3 含直推式步骤:在无标签候选集上自训练,以及从带标签验证集做近邻借标;全程未使用测试集标签。
Source context: 0 downloads · 0 likes · Repo nbclass666/neuromm2026-ytyan-ckpts
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