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license: mit |
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Pretrained models of our method **DirectMHP** |
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Title: *DirectMHP: Direct 2D Multi-Person Head Pose Estimation with Full-range Angles* |
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Paper link: https://arxiv.org/abs/2302.01110 |
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Code link: https://github.com/hnuzhy/DirectMHP |
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# Mulit-Person Head Pose Estimation Task (trained on CMU-HPE) |
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* DirectMHP-S --> [cmu_s_1280_e200_t40_lw010_best.pt](./cmu_s_1280_e200_t40_lw010_best.pt) |
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* DirectMHP-M --> [cmu_m_1280_e200_t40_lw010_best.pt](./cmu_m_1280_e200_t40_lw010_best.pt) |
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# Mulit-Person Head Pose Estimation Task (trained on AGORA-HPE) |
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* DirectMHP-S --> [agora_s_1280_e300_t40_lw010_best.pt](./agora_s_1280_e300_t40_lw010_best.pt) |
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* DirectMHP-M --> [agora_m_1280_e300_t40_lw010_best.pt](./agora_m_1280_e300_t40_lw010_best.pt) |
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# Single HPE datasets with YOLOv5+COCO format |
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* Resorted images used in our DirectMHP: [300W-LP.zip](./300W_LP.zip), [AFLW2000.zip](./AFLW2000.zip) and [BIWI_test.zip](./BIWI_test.zip). |
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* Resorted corresponding json files: [train_300W_LP.json](./train_300W_LP.json), [val_AFLW2000.json](./val_AFLW2000.json) and [BIWI_test.json](./BIWI_test.json). |
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# Single HPE Task Pretrained on WiderFace and Finetuning on 300W-LP |
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* DirectMHP-S --> [300wlp_s_512_e50_finetune_best.pt](./300wlp_s_512_e50_finetune_best.pt) |
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* DirectMHP-M --> [300wlp_m_512_e50_finetune_best.pt](./300wlp_m_512_e50_finetune_best.pt) |
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# Single HPE SixDRepNet Re-trained on AGORA-HPE and CMU-HPE |
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* AGORA-HPE --> [SixDRepNet_AGORA_bs256_e100_epoch_last.pth](./SixDRepNet_AGORA_bs256_e100_epoch_last.pth) |
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* CMU-HPE --> [SixDRepNet_CMU_bs256_e100_epoch_last.pth](./SixDRepNet_CMU_bs256_e100_epoch_last.pth) |
