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[
{
"slug": "three_a_tta_fas",
"full": "3A-TTA",
"title": "Test-Time Adaptation for Robust Face Anti-Spoofing",
"authors": "Pei-Kai Huang, Chen-Yu Lu, Shu-Jung Chang, Jun-Xiong Chong, Chiou-Ting Hsu",
"venue": "BMVC 2023",
"task": "Classification",
"url": "https://papers.bmvc2023.org/0379.pdf",
"pdf": "https://papers.bmvc2023.org/0379.pdf",
"code": null,
"bibtex": "@inproceedings{huang20233atta,\n title={Test-Time Adaptation for Robust Face Anti-Spoofing},\n author={Huang, Pei-Kai and Lu, Chen-Yu and Chang, Shu-Jung and Chong, Jun-Xiong and Hsu, Chiou-Ting},\n booktitle={Proceedings of the British Machine Vision Conference (BMVC)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Face Anti-Spoofing",
"tags": [
"Face-Anti-Spoofing",
"Image"
]
},
{
"slug": "3dd_tta",
"full": "3DD-TTA",
"title": "Test-Time Adaptation of 3D Point Clouds via Denoising Diffusion Models",
"authors": "Hamidreza Dastmalchi, Aijun An, Ali Cheraghian, Shafin Rahman, Sameera Ramasinghe",
"venue": "WACV 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2411.14495",
"pdf": "https://arxiv.org/pdf/2411.14495",
"code": "https://github.com/hamidreza-dastmalchi/3DD-TTA",
"bibtex": "@inproceedings{dastmalchi20253ddtta,\n title={Test-Time Adaptation of 3D Point Clouds via Denoising Diffusion Models},\n author={Dastmalchi, Hamidreza and An, Aijun and Cheraghian, Ali and Rahman, Shafin and Ramasinghe, Sameera},\n booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Point Cloud Classification",
"tags": [
"3D/Point-Cloud",
"Single-image"
]
},
{
"slug": "actmad",
"full": "ActMAD",
"title": "ActMAD: Activation Matching to Align Distributions for Test-Time-Training",
"authors": "M. Jehanzeb Mirza, Pol Jane Soneira, Wei Lin, Mateusz Kozinski, Horst Possegger, Horst Bischof",
"venue": "CVPR 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2211.12870",
"pdf": "https://arxiv.org/pdf/2211.12870",
"code": "https://github.com/jmiemirza/ActMAD",
"bibtex": "@inproceedings{mirza2023actmad,\n title={ActMAD: Activation Matching to Align Distributions for Test-Time-Training},\n author={Mirza, M. Jehanzeb and Soneira, Pol Jane and Lin, Wei and Kozinski, Mateusz and Possegger, Horst and Bischof, Horst},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"
]
},
{
"slug": "adabn",
"full": "AdaBN",
"title": "Revisiting Batch Normalization For Practical Domain Adaptation",
"authors": "Yanghao Li, Naiyan Wang, Jianping Shi, Jiaying Liu, Xiaodi Hou",
"venue": "ICLR 2017 Workshop",
"task": "Classification",
"url": "https://arxiv.org/abs/1603.04779",
"pdf": "https://arxiv.org/pdf/1603.04779",
"code": null,
"bibtex": "@article{li2016revisiting,\n title={Revisiting Batch Normalization For Practical Domain Adaptation},\n author={Li, Yanghao and Wang, Naiyan and Shi, Jianping and Liu, Jiaying and Hou, Xiaodi},\n journal={arXiv preprint arXiv:1603.04779},\n year={2016}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image"
]
},
{
"slug": "adacontrast",
"full": "AdaContrast",
"title": "Contrastive Test-Time Adaptation",
"authors": "Dian Chen, Dequan Wang, Trevor Darrell, Sayna Ebrahimi",
"venue": "CVPR 2022",
"task": "Classification",
"url": "https://arxiv.org/abs/2204.10377",
"pdf": "https://arxiv.org/pdf/2204.10377",
"code": "https://github.com/DianCh/AdaContrast",
"bibtex": "@inproceedings{chen2022contrastive,\n title={Contrastive Test-Time Adaptation},\n author={Chen, Dian and Wang, Dequan and Darrell, Trevor and Ebrahimi, Sayna},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2022}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"
]
},
{
"slug": "adanpc",
"full": "AdaNPC",
"title": "AdaNPC: Exploring Non-Parametric Classifier for Test-Time Adaptation",
"authors": "Yifan Zhang, Xue Wang, Kexin Jin, Kun Yuan, Zhang Zhang, Liang Wang, Rong Jin, Tieniu Tan",
"venue": "ICML 2023",
"task": "Classification",
"url": "https://proceedings.mlr.press/v202/zhang23am.html",
"pdf": "https://arxiv.org/pdf/2304.12566",
"code": "https://github.com/yfzhang114/AdaNPC",
"bibtex": "@inproceedings{zhang2023adanpc,\n title={AdaNPC: Exploring Non-Parametric Classifier for Test-Time Adaptation},\n author={Zhang, Yifan and Wang, Xue and Jin, Kexin and Yuan, Kun and Zhang, Zhang and Wang, Liang and Jin, Rong and Tan, Tieniu},\n booktitle={Proceedings of the 40th International Conference on Machine Learning (ICML)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online",
"Gradient-free"
]
},
{
"slug": "adaprompt_rtta",
"full": "AdaPrompt",
"title": "Robust Test-Time Adaptation for Zero-Shot Prompt Tuning",
"authors": "Ding-Chu Zhang, Zhi Zhou, Yu-Feng Li",
"venue": "AAAI 2024",
"task": "Classification",
"url": "https://ojs.aaai.org/index.php/AAAI/article/view/29611",
"pdf": "https://www.lamda.nju.edu.cn/zhangdc/files/AAAI24/AAAI24_CR.pdf",
"code": null,
"bibtex": "@inproceedings{zhang2024adaprompt,\n title={Robust Test-Time Adaptation for Zero-Shot Prompt Tuning},\n author={Zhang, Ding-Chu and Zhou, Zhi and Li, Yu-Feng},\n booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},\n volume={38},\n pages={16714--16722},\n year={2024}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language",
"Single-image"
]
},
{
"slug": "adaptable_tab",
"full": "AdapTable",
"title": "AdapTable: Test-Time Adaptation for Tabular Data via Shift-Aware Uncertainty Calibrator and Label Distribution Handler",
"authors": "Changhun Kim, Taewon Kim, Seungyeon Woo, June Yong Yang, Eunho Yang",
"venue": "NeurIPS Workshop 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2407.10784",
"pdf": "https://arxiv.org/pdf/2407.10784",
"code": "https://github.com/drumpt/AdapTable",
"bibtex": "@article{kim2024adaptable,\n title={AdapTable: Test-Time Adaptation for Tabular Data via Shift-Aware Uncertainty Calibrator and Label Distribution Handler},\n author={Kim, Changhun and Kim, Taewon and Woo, Seungyeon and Yang, June Yong and Yang, Eunho},\n journal={arXiv preprint arXiv:2407.10784},\n year={2024}\n}",
"presentation": null,
"task_fine": "Tabular Classification",
"tags": [
"Tabular",
"Online",
"Label-Shift"
]
},
{
"slug": "aetta",
"full": "AETTA",
"title": "AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation",
"authors": "Taeckyung Lee, Sorn Chottananurak, Taesik Gong, Sung-Ju Lee",
"venue": "CVPR 2024",
"task": "Benchmark / Survey",
"url": "https://arxiv.org/abs/2404.01351",
"pdf": "https://arxiv.org/pdf/2404.01351",
"code": "https://github.com/taeckyung/AETTA",
"bibtex": "@inproceedings{lee2024aetta,\n title={AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation},\n author={Lee, Taeckyung and Chottananurak, Sorn and Gong, Taesik and Lee, Sung-Ju},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Benchmark / Survey",
"tags": [
"Image"
]
},
{
"slug": "amrod_det",
"full": "AMROD",
"title": "Exploring Test-Time Adaptation for Object Detection in Continually Changing Environments",
"authors": "Shilei Cao, Weijia Li, Yan Liu, Runmin Dong, Juepeng Zheng, Haohuan Fu",
"venue": "arXiv 2024",
"task": "Detection",
"url": "https://arxiv.org/abs/2406.16439",
"pdf": "https://arxiv.org/pdf/2406.16439",
"code": null,
"bibtex": "@article{cao2024exploring,\n title={Exploring Test-Time Adaptation for Object Detection in Continually Changing Environments},\n author={Cao, Shilei and Li, Weijia and Liu, Yan and Dong, Runmin and Zheng, Juepeng and Fu, Haohuan},\n journal={arXiv preprint arXiv:2406.16439},\n year={2024}\n}",
"presentation": null,
"task_fine": "Object Detection",
"tags": [
"Image",
"Continual"
]
},
{
"slug": "anti_adversary_tta",
"full": "Anti-Adversary",
"title": "Combating Adversaries with Anti-Adversaries",
"authors": "Motasem Alfarra, Juan C. Pérez, Ali Thabet, Adel Bibi, Philip H. S. Torr, Bernard Ghanem",
"venue": "AAAI 2022",
"task": "Classification",
"url": "https://ojs.aaai.org/index.php/AAAI/article/view/20545",
"pdf": "https://arxiv.org/pdf/2103.14347",
"code": "https://github.com/MotasemAlfarra/Combating-Adversaries-with-Anti-Adversaries",
"bibtex": "@inproceedings{alfarra2022combating,\n title={Combating Adversaries with Anti-Adversaries},\n author={Alfarra, Motasem and P{\\'e}rez, Juan C. and Thabet, Ali and Bibi, Adel and Torr, Philip H. S. and Ghanem, Bernard},\n booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},\n year={2022}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Single-image",
"Adversarial"
]
},
{
"slug": "model_collapse_qa_tta",
"full": "Anti-Collapse TTA",
"title": "Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering",
"authors": "Yi Su, Yixin Ji, Juntao Li, Hai Ye, Min Zhang",
"venue": "EMNLP 2023",
"task": "Sequence & Language",
"url": "https://aclanthology.org/2023.emnlp-main.803/",
"pdf": "https://aclanthology.org/2023.emnlp-main.803.pdf",
"code": null,
"bibtex": "@inproceedings{su2023beware,\n title={Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering},\n author={Su, Yi and Ji, Yixin and Li, Juntao and Ye, Hai and Zhang, Min},\n booktitle={Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP)},\n pages={12998--13011},\n year={2023}\n}",
"presentation": null,
"task_fine": "Reasoning and QA",
"tags": [
"Text/Document",
"Online"
]
},
{
"slug": "atp_fed",
"full": "ATP",
"title": "Adaptive Test-Time Personalization for Federated Learning",
"authors": "Wenxuan Bao, Tianxin Wei, Haohan Wang, Jingrui He",
"venue": "NeurIPS 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2310.18816",
"pdf": "https://arxiv.org/pdf/2310.18816",
"code": "https://github.com/baowenxuan/ATP",
"bibtex": "@inproceedings{bao2023atp,\n title={Adaptive Test-Time Personalization for Federated Learning},\n author={Bao, Wenxuan and Wei, Tianxin and Wang, Haohan and He, Jingrui},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Federated TTA",
"tags": [
"Image",
"Federated"
]
},
{
"slug": "tta_audio_bgnoise",
"full": "Audio-BN TTA",
"title": "An Investigation of Test-time Adaptation for Audio Classification under Background Noise",
"authors": "Weichuang Shao, Iman Yi Liao, Tomas Henrique Bode Maul, Tissa Chandesa",
"venue": "arXiv 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2507.15523",
"pdf": "https://arxiv.org/pdf/2507.15523",
"code": null,
"bibtex": "@article{shao2025investigation,\n title={An Investigation of Test-time Adaptation for Audio Classification under Background Noise},\n author={Shao, Weichuang and Liao, Iman Yi and Maul, Tomas Henrique Bode and Chandesa, Tissa},\n journal={arXiv preprint arXiv:2507.15523},\n year={2025}\n}",
"presentation": null,
"task_fine": "Audio Classification",
"tags": [
"Audio",
"Online"
]
},
{
"slug": "auto_ood",
"full": "AUTO",
"title": "AUTO: Adaptive Outlier Optimization for Online Test-Time OOD Detection",
"authors": "Puning Yang, Jian Liang, Jie Cao, Ran He",
"venue": "arXiv 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2303.12267",
"pdf": "https://arxiv.org/pdf/2303.12267",
"code": null,
"bibtex": "@article{yang2023auto,\n title={AUTO: Adaptive Outlier Optimization for Online Test-Time OOD Detection},\n author={Yang, Puning and Liang, Jian and Cao, Jie and He, Ran},\n journal={arXiv preprint arXiv:2303.12267},\n year={2023}\n}",
"presentation": null,
"task_fine": "OOD Detection",
"tags": [
"Image",
"Online",
"Open-set"
]
},
{
"slug": "awmc_asr_tta",
"full": "AWMC",
"title": "AWMC: Online Test-Time Adaptation Without Mode Collapse for Continual Adaptation",
"authors": "Jae-Hong Lee, Do-Hee Kim, Joon-Hyuk Chang",
"venue": "ASRU 2023",
"task": "Sequence & Language",
"url": "https://ieeexplore.ieee.org/document/10389640/",
"pdf": null,
"code": null,
"bibtex": "@inproceedings{lee2023awmc,\n title={AWMC: Online Test-Time Adaptation Without Mode Collapse for Continual Adaptation},\n author={Lee, Jae-Hong and Kim, Do-Hee and Chang, Joon-Hyuk},\n booktitle={2023 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Speech Recognition",
"tags": [
"Speech",
"Online",
"Continual"
]
},
{
"slug": "becotta",
"full": "BeCoTTA",
"title": "BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation",
"authors": "Daeun Lee, Jaehong Yoon, Sung Ju Hwang",
"venue": "ICML 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2402.08712",
"pdf": "https://arxiv.org/pdf/2402.08712",
"code": "https://github.com/daeunni/BECoTTA",
"bibtex": "@inproceedings{lee2024becotta,\n title={BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation},\n author={Lee, Daeun and Yoon, Jaehong and Hwang, Sung Ju},\n booktitle={International Conference on Machine Learning (ICML)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Continual"
]
},
{
"slug": "benchmark_tta",
"full": "Benchmark-TTA",
"title": "Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification",
"authors": "Yongcan Yu, Lijun Sheng, Ran He, Jian Liang",
"venue": "arXiv 2023",
"task": "Benchmark / Survey",
"url": "https://arxiv.org/abs/2307.03133",
"pdf": "https://arxiv.org/pdf/2307.03133",
"code": "https://github.com/yuyongcan/Benchmark-TTA",
"bibtex": "@article{yu2023benchmarktta,\n title={Benchmarking Test-Time Adaptation against Distribution Shifts in Image Classification},\n author={Yu, Yongcan and Sheng, Lijun and He, Ran and Liang, Jian},\n journal={arXiv preprint arXiv:2307.03133},\n year={2023}\n}",
"presentation": null,
"task_fine": "Benchmark / Survey",
"tags": [
"Image"
]
},
{
"slug": "beyond_tta_survey",
"full": "Beyond-TTA Survey",
"title": "Beyond Model Adaptation at Test Time: A Survey",
"authors": "Zehao Xiao, Cees G. M. Snoek",
"venue": "arXiv 2024",
"task": "Benchmark / Survey",
"url": "https://arxiv.org/abs/2411.03687",
"pdf": "https://arxiv.org/pdf/2411.03687",
"code": null,
"bibtex": "@article{xiao2024beyond,\n title={Beyond Model Adaptation at Test Time: A Survey},\n author={Xiao, Zehao and Snoek, Cees G. M.},\n journal={arXiv preprint arXiv:2411.03687},\n year={2024}\n}",
"presentation": null,
"task_fine": "Benchmark / Survey",
"tags": [
"Image"
]
},
{
"slug": "bftt3d_3d_tta",
"full": "BFTT3D",
"title": "Backpropagation-free Network for 3D Test-time Adaptation",
"authors": "Yanshuo Wang, Ali Cheraghian, Zeeshan Hayder, Jie Hong, Sameera Ramasinghe, Shafin Rahman, David Ahmedt-Aristizabal, Xuesong Li, Lars Petersson, Mehrtash Harandi",
"venue": "CVPR 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2403.18442",
"pdf": "https://arxiv.org/pdf/2403.18442",
"code": null,
"bibtex": "@inproceedings{wang2024backpropagationfree,\n title={Backpropagation-free Network for 3D Test-time Adaptation},\n author={Wang, Yanshuo and Cheraghian, Ali and Hayder, Zeeshan and Hong, Jie and Ramasinghe, Sameera and Rahman, Shafin and Ahmedt-Aristizabal, David and Li, Xuesong and Petersson, Lars and Harandi, Mehrtash},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Point Cloud Classification",
"tags": [
"3D/Point-Cloud",
"Gradient-free"
]
},
{
"slug": "billet_tta",
"full": "Billet-OCR TTA",
"title": "Billet Number Recognition Based on Test-Time Adaptation",
"authors": "Yuan Wei, Xiuzhuang Zhou",
"venue": "arXiv 2025",
"task": "Sequence & Language",
"url": "https://arxiv.org/abs/2502.09026",
"pdf": "https://arxiv.org/pdf/2502.09026",
"code": null,
"bibtex": "@article{wei2025billet,\n title={Billet Number Recognition Based on Test-Time Adaptation},\n author={Wei, Yuan and Zhou, Xiuzhuang},\n journal={arXiv preprint arXiv:2502.09026},\n year={2025}\n}",
"presentation": null,
"task_fine": "Text Recognition (OCR)",
"tags": [
"Text/Document"
]
},
{
"slug": "binary_feedback_tta",
"full": "Binary-Feedback TTA",
"title": "Test-Time Adaptation with Binary Feedback",
"authors": "Taeckyung Lee, Sorn Chottananurak, Junsu Kim, Jinwoo Shin, Taesik Gong, Sung-Ju Lee",
"venue": "ICML 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2505.18514",
"pdf": "https://arxiv.org/pdf/2505.18514",
"code": null,
"bibtex": "@inproceedings{lee2025binaryfeedback,\n title={Test-Time Adaptation with Binary Feedback},\n author={Lee, Taeckyung and Chottananurak, Sorn and Kim, Junsu and Shin, Jinwoo and Gong, Taesik and Lee, Sung-Ju},\n booktitle={International Conference on Machine Learning (ICML)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"
]
},
{
"slug": "bn_adapt",
"full": "BN-Adapt",
"title": "Improving Robustness against Common Corruptions by Covariate Shift Adaptation",
"authors": "Steffen Schneider, Evgenia Rusak, Luisa Eck, Oliver Bringmann, Wieland Brendel, Matthias Bethge",
"venue": "NeurIPS 2020",
"task": "Classification",
"url": "https://arxiv.org/abs/2006.16971",
"pdf": "https://arxiv.org/pdf/2006.16971",
"code": "https://github.com/bethgelab/robustness",
"bibtex": "@inproceedings{schneider2020bnadapt,\n title={Improving Robustness against Common Corruptions by Covariate Shift Adaptation},\n author={Schneider, Steffen and Rusak, Evgenia and Eck, Luisa and Bringmann, Oliver and Brendel, Wieland and Bethge, Matthias},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2020}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image"
]
},
{
"slug": "boostadapter",
"full": "BoostAdapter",
"title": "BoostAdapter: Improving Vision-Language Test-Time Adaptation via Regional Bootstrapping",
"authors": "Taolin Zhang, Jinpeng Wang, Hang Guo, Tao Dai, Bin Chen, Shu-Tao Xia",
"venue": "NeurIPS 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2410.15430",
"pdf": "https://arxiv.org/pdf/2410.15430",
"code": "https://github.com/taolinzhang/BoostAdapter",
"bibtex": "@inproceedings{zhang2024boostadapter,\n title={BoostAdapter: Improving Vision-Language Test-Time Adaptation via Regional Bootstrapping},\n author={Zhang, Taolin and Wang, Jinpeng and Guo, Hang and Dai, Tao and Chen, Bin and Xia, Shu-Tao},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language",
"Single-image",
"Gradient-free"
]
},
{
"slug": "ctpt",
"full": "C-TPT",
"title": "C-TPT: Calibrated Test-Time Prompt Tuning for Vision-Language Models via Text Feature Dispersion",
"authors": "Hee Suk Yoon, Eunseop Yoon, Joshua Tian Jin Tee, Mark Hasegawa-Johnson, Yingzhen Li, Chang D. Yoo",
"venue": "ICLR 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2403.14119",
"pdf": "https://arxiv.org/pdf/2403.14119",
"code": "https://github.com/hee-suk-yoon/C-TPT",
"bibtex": "@inproceedings{yoon2024ctpt,\n title={C-TPT: Calibrated Test-Time Prompt Tuning for Vision-Language Models via Text Feature Dispersion},\n author={Yoon, Hee Suk and Yoon, Eunseop and Tee, Joshua Tian Jin and Hasegawa-Johnson, Mark and Li, Yingzhen and Yoo, Chang D.},\n booktitle={International Conference on Learning Representations (ICLR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language",
"Single-image"
]
},
{
"slug": "candi_mtsad_tta",
"full": "CANDI",
"title": "CANDI: Curated Test-Time Adaptation for Multivariate Time-Series Anomaly Detection Under Distribution Shift",
"authors": "HyunGi Kim, Jisoo Mok, Hyungyu Lee, Juhyeon Shin, Sungroh Yoon",
"venue": "AAAI 2026",
"task": "Classification",
"url": "https://arxiv.org/abs/2604.01845",
"pdf": "https://arxiv.org/pdf/2604.01845",
"code": null,
"bibtex": "@inproceedings{kim2026candi,\n title={CANDI: Curated Test-Time Adaptation for Multivariate Time-Series Anomaly Detection Under Distribution Shift},\n author={Kim, HyunGi and Mok, Jisoo and Lee, Hyungyu and Shin, Juhyeon and Yoon, Sungroh},\n booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},\n year={2026}\n}",
"presentation": null,
"task_fine": "Time-Series Classification",
"tags": [
"Time-Series",
"Online"
]
},
{
"slug": "cea_asr",
"full": "CEA",
"title": "Advancing Test-Time Adaptation in Wild Acoustic Test Settings",
"authors": "Hongfu Liu, Hengguan Huang, Ye Wang",
"venue": "EMNLP 2024",
"task": "Sequence & Language",
"url": "https://arxiv.org/abs/2310.09505",
"pdf": "https://arxiv.org/pdf/2310.09505",
"code": null,
"bibtex": "@inproceedings{liu2024advancing,\n title={Advancing Test-Time Adaptation in Wild Acoustic Test Settings},\n author={Liu, Hongfu and Huang, Hengguan and Wang, Ye},\n booktitle={Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Speech Recognition",
"tags": [
"Speech",
"Online",
"Mixed/Non-i.i.d."
]
},
{
"slug": "clipartt",
"full": "CLIPArTT",
"title": "CLIPArTT: Adaptation of CLIP to New Domains at Test Time",
"authors": "Gustavo Adolfo Vargas Hakim, David Osowiechi, Mehrdad Noori, Milad Cheraghalikhani, Ali Bahri, Moslem Yazdanpanah, Ismail Ben Ayed, Christian Desrosiers",
"venue": "WACV 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2405.00754",
"pdf": "https://arxiv.org/pdf/2405.00754",
"code": "https://github.com/dosowiechi/CLIPArTT",
"bibtex": "@inproceedings{hakim2025clipartt,\n title={CLIPArTT: Adaptation of CLIP to New Domains at Test Time},\n author={Hakim, Gustavo Adolfo Vargas and Osowiechi, David and Noori, Mehrdad and Cheraghalikhani, Milad and Bahri, Ali and Yazdanpanah, Moslem and Ben Ayed, Ismail and Desrosiers, Christian},\n booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language"
]
},
{
"slug": "cloudfixer_3d_tta",
"full": "CloudFixer",
"title": "CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric Transformation",
"authors": "Hajin Shim, Changhun Kim, Eunho Yang",
"venue": "ECCV 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2407.16193",
"pdf": "https://arxiv.org/pdf/2407.16193",
"code": "https://github.com/shimazing/CloudFixer",
"bibtex": "@inproceedings{shim2024cloudfixer,\n title={CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric Transformation},\n author={Shim, Hajin and Kim, Changhun and Yang, Eunho},\n booktitle={European Conference on Computer Vision (ECCV)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Point Cloud Classification",
"tags": [
"3D/Point-Cloud",
"Single-image"
]
},
{
"slug": "cmf_tta",
"full": "CMF",
"title": "Continual Momentum Filtering on Parameter Space for Online Test-time Adaptation",
"authors": "Jae-Hong Lee, Joon-Hyuk Chang",
"venue": "ICLR 2024",
"task": "Classification",
"url": "https://openreview.net/forum?id=BllUWdpIOA",
"pdf": "https://openreview.net/pdf?id=BllUWdpIOA",
"code": "https://github.com/j-pong/CMF",
"bibtex": "@inproceedings{lee2024cmf,\n title={Continual Momentum Filtering on Parameter Space for Online Test-time Adaptation},\n author={Lee, Jae-Hong and Chang, Joon-Hyuk},\n booktitle={International Conference on Learning Representations (ICLR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online",
"Continual"
]
},
{
"slug": "coa_har_tta",
"full": "COA-HAR",
"title": "COA-HAR: Exploring contrastive online test-time adaptation for wearable sensor-based human activity recognition using sensor data augmentation",
"authors": "Vítor Fortes Rey, Pedro Martelleto Bressane Rezende, Bo Zhou, Sungho Suh, Paul Lukowicz",
"venue": "ESWA 2026",
"task": "Classification",
"url": "https://doi.org/10.1016/j.eswa.2025.129288",
"pdf": null,
"code": null,
"bibtex": "@article{rey2026coahar,\n title={COA-HAR: Exploring contrastive online test-time adaptation for wearable sensor-based human activity recognition using sensor data augmentation},\n author={Fortes Rey, V{\\'i}tor and Bressane Rezende, Pedro Martelleto and Zhou, Bo and Suh, Sungho and Lukowicz, Paul},\n journal={Expert Systems with Applications},\n year={2026}\n}",
"presentation": null,
"task_fine": "Activity Recognition",
"tags": [
"Video",
"Online"
]
},
{
"slug": "cola_chen",
"full": "CoLA",
"title": "Cross-Device Collaborative Test-Time Adaptation",
"authors": "Guohao Chen, Shuaicheng Niu, Deyu Chen, Shuhai Zhang, Changsheng Li, Yuanqing Li, Mingkui Tan",
"venue": "NeurIPS 2024",
"task": "Classification",
"url": "https://openreview.net/forum?id=YyMiO0DWmI",
"pdf": "https://proceedings.neurips.cc/paper_files/paper/2024/file/de0e668df3fe63ec89e5a7e68f3d350f-Paper-Conference.pdf",
"code": "https://github.com/Cascol-Chen/COLA",
"bibtex": "@inproceedings{chen2024cola,\n title={Cross-Device Collaborative Test-Time Adaptation},\n author={Chen, Guohao and Niu, Shuaicheng and Chen, Deyu and Zhang, Shuhai and Li, Changsheng and Li, Yuanqing and Tan, Mingkui},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Federated TTA",
"tags": [
"Image",
"Federated"
]
},
{
"slug": "come",
"full": "COME",
"title": "COME: Test-time Adaption by Conservatively Minimizing Entropy",
"authors": "Qingyang Zhang, Yatao Bian, Xinke Kong, Peilin Zhao, Changqing Zhang",
"venue": "ICLR 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2410.10894",
"pdf": "https://arxiv.org/pdf/2410.10894",
"code": "https://github.com/BlueWhaleLab/COME",
"bibtex": "@inproceedings{zhang2025come,\n title={COME: Test-time Adaption by Conservatively Minimizing Entropy},\n author={Zhang, Qingyang and Bian, Yatao and Kong, Xinke and Zhao, Peilin and Zhang, Changqing},\n booktitle={International Conference on Learning Representations (ICLR)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"
]
},
{
"slug": "conjugate_pl",
"full": "Conjugate PL",
"title": "Test-Time Adaptation via Conjugate Pseudo-labels",
"authors": "Sachin Goyal, Mingjie Sun, Aditi Raghunathan, J. Zico Kolter",
"venue": "NeurIPS 2022",
"task": "Classification",
"url": "https://arxiv.org/abs/2207.09640",
"pdf": "https://arxiv.org/pdf/2207.09640",
"code": "https://github.com/locuslab/tta_conjugate",
"bibtex": "@inproceedings{goyal2022conjugate,\n title={Test-Time Adaptation via Conjugate Pseudo-labels},\n author={Goyal, Sachin and Sun, Mingjie and Raghunathan, Aditi and Kolter, J. Zico},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2022}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"
]
},
{
"slug": "continual_mae",
"full": "Continual-MAE",
"title": "Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation",
"authors": "Jiaming Liu, Ran Xu, Senqiao Yang, Renrui Zhang, Qizhe Zhang, Zehui Chen, Yandong Guo, Shanghang Zhang",
"venue": "CVPR 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2312.12480",
"pdf": "https://arxiv.org/pdf/2312.12480",
"code": "https://github.com/RanXu2000/continual-mae",
"bibtex": "@inproceedings{liu2024continualmae,\n title={Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation},\n author={Liu, Jiaming and Xu, Ran and Yang, Senqiao and Zhang, Renrui and Zhang, Qizhe and Chen, Zehui and Guo, Yandong and Zhang, Shanghang},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Continual"
]
},
{
"slug": "cotta",
"full": "CoTTA",
"title": "Continual Test-Time Domain Adaptation",
"authors": "Qin Wang, Olga Fink, Luc Van Gool, Dengxin Dai",
"venue": "CVPR 2022",
"task": "Classification",
"url": "https://arxiv.org/abs/2203.13591",
"pdf": "https://arxiv.org/pdf/2203.13591",
"code": "https://github.com/qinenergy/cotta",
"bibtex": "@inproceedings{wang2022continual,\n title={Continual Test-Time Domain Adaptation},\n author={Wang, Qin and Fink, Olga and Van Gool, Luc and Dai, Dengxin},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2022}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Continual"
]
},
{
"slug": "whatwhenhow_det",
"full": "CTAOD",
"title": "What, How, and When Should Object Detectors Update in Continually Changing Test Domains?",
"authors": "Jayeon Yoo, Dongkwan Lee, Inseop Chung, Donghyun Kim, Nojun Kwak",
"venue": "CVPR 2024",
"task": "Detection",
"url": "https://arxiv.org/abs/2312.08875",
"pdf": "https://arxiv.org/pdf/2312.08875",
"code": "https://github.com/natureyoo/ContinualTTA_ObjectDetection",
"bibtex": "@inproceedings{yoo2024what,\n title={What, How, and When Should Object Detectors Update in Continually Changing Test Domains?},\n author={Yoo, Jayeon and Lee, Dongkwan and Chung, Inseop and Kim, Donghyun and Kwak, Nojun},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Object Detection",
"tags": [
"Image",
"Continual"
]
},
{
"slug": "cycleadapt_pose_tta",
"full": "CycleAdapt",
"title": "Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction",
"authors": "Hyeongjin Nam, Daniel Sungho Jung, Yeonguk Oh, Kyoung Mu Lee",
"venue": "ICCV 2023",
"task": "Regression",
"url": "https://arxiv.org/abs/2308.06554",
"pdf": "https://arxiv.org/pdf/2308.06554",
"code": "https://github.com/hygenie1228/CycleAdapt_RELEASE",
"bibtex": "@inproceedings{nam2023cyclic,\n title={Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction},\n author={Nam, Hyeongjin and Jung, Daniel Sungho and Oh, Yeonguk and Lee, Kyoung Mu},\n booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Image Regression",
"tags": [
"3D/Point-Cloud",
"Image",
"Video",
"Online"
]
},
{
"slug": "dart3",
"full": "DART3",
"title": "DART3: Leveraging Distance for Test Time Adaptation in Person Re-Identification",
"authors": "Rajarshi Bhattacharya, Shakeeb Murtaza, Christian Desrosiers, Jose Dolz, Maguelonne Heritier, Eric Granger",
"venue": "arXiv 2025",
"task": "Retrieval & Ranking",
"url": "https://arxiv.org/abs/2505.18337",
"pdf": "https://arxiv.org/pdf/2505.18337",
"code": null,
"bibtex": "@article{bhattacharya2025dart3,\n title={DART3: Leveraging Distance for Test Time Adaptation in Person Re-Identification},\n author={Bhattacharya, Rajarshi and Murtaza, Shakeeb and Desrosiers, Christian and Dolz, Jose and Heritier, Maguelonne and Granger, Eric},\n journal={arXiv preprint arXiv:2505.18337},\n year={2025}\n}",
"presentation": null,
"task_fine": "Person Re-ID",
"tags": [
"Image",
"Person-ReID"
]
},
{
"slug": "dda",
"full": "DDA",
"title": "Back to the Source: Diffusion-Driven Adaptation to Test-Time Corruption",
"authors": "Jin Gao, Jialing Zhang, Xihui Liu, Trevor Darrell, Evan Shelhamer, Dequan Wang",
"venue": "CVPR 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2207.03442",
"pdf": "https://arxiv.org/pdf/2207.03442",
"code": "https://github.com/shiyegao/DDA",
"bibtex": "@inproceedings{gao2023dda,\n title={Back to the Source: Diffusion-Driven Adaptation to Test-Time Corruption},\n author={Gao, Jin and Zhang, Jialing and Liu, Xihui and Darrell, Trevor and Shelhamer, Evan and Wang, Dequan},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Single-image",
"Gradient-free"
]
},
{
"slug": "delta",
"full": "DELTA",
"title": "DELTA: Degradation-Free Fully Test-Time Adaptation",
"authors": "Bowen Zhao, Chen Chen, Shu-Tao Xia",
"venue": "ICLR 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2301.13018",
"pdf": "https://arxiv.org/pdf/2301.13018",
"code": null,
"bibtex": "@inproceedings{zhao2023delta,\n title={DELTA: Degradation-Free Fully Test-Time Adaptation},\n author={Zhao, Bowen and Chen, Chen and Xia, Shu-Tao},\n booktitle={International Conference on Learning Representations (ICLR)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online",
"Label-Shift"
]
},
{
"slug": "deyo",
"full": "DeYO",
"title": "Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors",
"authors": "Jonghyun Lee, Dahuin Jung, Saehyung Lee, Junsung Park, Juhyeon Shin, Uiwon Hwang, Sungroh Yoon",
"venue": "ICLR 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2403.07366",
"pdf": "https://arxiv.org/pdf/2403.07366",
"code": "https://github.com/Jhyun17/DeYO",
"bibtex": "@inproceedings{lee2024entropy,\n title={Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors},\n author={Lee, Jonghyun and Jung, Dahuin and Lee, Saehyung and Park, Junsung and Shin, Juhyeon and Hwang, Uiwon and Yoon, Sungroh},\n booktitle={International Conference on Learning Representations (ICLR)},\n year={2024}\n}",
"presentation": "Spotlight",
"task_fine": "Image Classification",
"tags": [
"Image",
"Online",
"Mixed/Non-i.i.d."
]
},
{
"slug": "difftpt",
"full": "DiffTPT",
"title": "Diverse Data Augmentation with Diffusions for Effective Test-time Prompt Tuning",
"authors": "Chun-Mei Feng, Kai Yu, Yong Liu, Salman Khan, Wangmeng Zuo",
"venue": "ICCV 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2308.06038",
"pdf": "https://arxiv.org/pdf/2308.06038",
"code": "https://github.com/chunmeifeng/DiffTPT",
"bibtex": "@inproceedings{feng2023difftpt,\n title={Diverse Data Augmentation with Diffusions for Effective Test-time Prompt Tuning},\n author={Feng, Chun-Mei and Yu, Kai and Liu, Yong and Khan, Salman and Zuo, Wangmeng},\n booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language",
"Single-image"
]
},
{
"slug": "diffusion_tta",
"full": "Diffusion-TTA",
"title": "Diffusion-TTA: Test-time Adaptation of Discriminative Models via Generative Feedback",
"authors": "Mihir Prabhudesai, Tsung-Wei Ke, Alexander C. Li, Deepak Pathak, Katerina Fragkiadaki",
"venue": "NeurIPS 2023",
"task": "Classification",
"url": "https://arxiv.org/abs/2311.16102",
"pdf": "https://arxiv.org/pdf/2311.16102",
"code": "https://github.com/mihirp1998/Diffusion-TTA",
"bibtex": "@inproceedings{prabhudesai2023diffusiontta,\n title={Diffusion-TTA: Test-time Adaptation of Discriminative Models via Generative Feedback},\n author={Prabhudesai, Mihir and Ke, Tsung-Wei and Li, Alexander C. and Pathak, Deepak and Fragkiadaki, Katerina},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Single-image"
]
},
{
"slug": "diga_seg",
"full": "DIGA",
"title": "Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation",
"authors": "Wei Wang, Zhun Zhong, Weijie Wang, Xi Chen, Charles Ling, Boyu Wang, Nicu Sebe",
"venue": "CVPR 2023",
"task": "Segmentation",
"url": "https://openaccess.thecvf.com/content/CVPR2023/html/Wang_Dynamically_Instance-Guided_Adaptation_A_Backward-Free_Approach_for_Test-Time_Domain_Adaptive_CVPR_2023_paper.html",
"pdf": "https://openaccess.thecvf.com/content/CVPR2023/papers/Wang_Dynamically_Instance-Guided_Adaptation_A_Backward-Free_Approach_for_Test-Time_Domain_Adaptive_CVPR_2023_paper.pdf",
"code": "https://github.com/Waybaba/DIGA",
"bibtex": "@inproceedings{wang2023dynamically,\n title={Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation},\n author={Wang, Wei and Zhong, Zhun and Wang, Weijie and Chen, Xi and Ling, Charles and Wang, Boyu and Sebe, Nicu},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Semantic Segmentation",
"tags": [
"Image",
"Gradient-free"
]
},
{
"slug": "divbuffer",
"full": "Diversity Buffer",
"title": "Diversity-Aware Buffer for Coping with Temporally Correlated Data Streams in Online Test-Time Adaptation",
"authors": "Mario Döbler, Florian Marencke, Robert A. Marsden, Bin Yang",
"venue": "ICASSP 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2401.00989",
"pdf": "https://arxiv.org/pdf/2401.00989",
"code": "https://github.com/mariodoebler/test-time-adaptation",
"bibtex": "@inproceedings{doebler2024diversitybuffer,\n title={Diversity-Aware Buffer for Coping with Temporally Correlated Data Streams in Online Test-Time Adaptation},\n author={D{\\\"o}bler, Mario and Marencke, Florian and Marsden, Robert A. and Yang, Bin},\n booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online",
"Mixed/Non-i.i.d."
]
},
{
"slug": "dltta_med",
"full": "DLTTA",
"title": "DLTTA: Dynamic Learning Rate for Test-Time Adaptation on Cross-Domain Medical Images",
"authors": "Hongzheng Yang, Cheng Chen, Meirui Jiang, Quande Liu, Jianfeng Cao, Pheng-Ann Heng, Qi Dou",
"venue": "IEEE TMI 2022",
"task": "Segmentation",
"url": "https://arxiv.org/abs/2205.13723",
"pdf": "https://arxiv.org/pdf/2205.13723",
"code": "https://github.com/med-air/DLTTA",
"bibtex": "@article{yang2022dltta,\n title={DLTTA: Dynamic Learning Rate for Test-Time Adaptation on Cross-Domain Medical Images},\n author={Yang, Hongzheng and Chen, Cheng and Jiang, Meirui and Liu, Quande and Cao, Jianfeng and Heng, Pheng-Ann and Dou, Qi},\n journal={IEEE Transactions on Medical Imaging},\n volume={41},\n number={12},\n pages={3575--3586},\n year={2022}\n}",
"presentation": null,
"task_fine": "Semantic Segmentation",
"tags": [
"Image",
"Medical",
"Online"
]
},
{
"slug": "dmn_clip",
"full": "DMN",
"title": "Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models",
"authors": "Yabin Zhang, Wenjie Zhu, Hui Tang, Zhiyuan Ma, Kaiyang Zhou, Lei Zhang",
"venue": "CVPR 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2403.17589",
"pdf": "https://arxiv.org/pdf/2403.17589",
"code": "https://github.com/YBZh/DMN",
"bibtex": "@inproceedings{zhang2024dmn,\n title={Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models},\n author={Zhang, Yabin and Zhu, Wenjie and Tang, Hui and Ma, Zhiyuan and Zhou, Kaiyang and Zhang, Lei},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language",
"Single-image",
"Gradient-free"
]
},
{
"slug": "dmsuta",
"full": "DMSUTA",
"title": "Dynamic Model-Bank Test-Time Adaptation for Automatic Speech Recognition",
"authors": "Yanshuo Wang, Yanghao Zhou, Yukang Lin, Haoxing Chen, Jin Zhang, Wentao Zhu, Jie Hong, Xuesong Li",
"venue": "EMNLP 2025",
"task": "Sequence & Language",
"url": "https://aclanthology.org/2025.emnlp-main.1107/",
"pdf": "https://aclanthology.org/2025.emnlp-main.1107.pdf",
"code": null,
"bibtex": "@inproceedings{wang2025dmsuta,\n title={Dynamic Model-Bank Test-Time Adaptation for Automatic Speech Recognition},\n author={Wang, Yanshuo and Zhou, Yanghao and Lin, Yukang and Chen, Haoxing and Zhang, Jin and Zhu, Wentao and Hong, Jie and Li, Xuesong},\n booktitle={Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Speech Recognition",
"tags": [
"Speech",
"Online",
"Continual"
]
},
{
"slug": "doctta",
"full": "DocTTA",
"title": "Test-Time Adaptation for Visual Document Understanding",
"authors": "Sayna Ebrahimi, Sercan O. Arik, Tomas Pfister",
"venue": "TMLR 2023",
"task": "Sequence & Language",
"url": "https://arxiv.org/abs/2206.07240",
"pdf": "https://arxiv.org/pdf/2206.07240",
"code": null,
"bibtex": "@article{ebrahimi2023doctta,\n title={Test-Time Adaptation for Visual Document Understanding},\n author={Ebrahimi, Sayna and Arik, Sercan O. and Pfister, Tomas},\n journal={Transactions on Machine Learning Research (TMLR)},\n year={2023}\n}",
"presentation": null,
"task_fine": "Document Understanding",
"tags": [
"Text/Document"
]
},
{
"slug": "docttt",
"full": "DocTTT",
"title": "DocTTT: Test-Time Training for Handwritten Document Recognition Using Meta-Auxiliary Learning",
"authors": "Wenhao Gu, Li Gu, Ziqiang Wang, Ching Yee Suen, Yang Wang",
"venue": "WACV 2025",
"task": "Sequence & Language",
"url": "https://arxiv.org/abs/2501.12898",
"pdf": "https://arxiv.org/pdf/2501.12898",
"code": null,
"bibtex": "@inproceedings{gu2025docttt,\n title={DocTTT: Test-Time Training for Handwritten Document Recognition Using Meta-Auxiliary Learning},\n author={Gu, Wenhao and Gu, Li and Wang, Ziqiang and Suen, Ching Yee and Wang, Yang},\n booktitle={IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Text Recognition (OCR)",
"tags": [
"Text/Document",
"Single-image"
]
},
{
"slug": "dpcore",
"full": "DPCore",
"title": "DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation",
"authors": "Yunbei Zhang, Akshay Mehra, Shuaicheng Niu, Jihun Hamm",
"venue": "ICML 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2406.10737",
"pdf": "https://arxiv.org/pdf/2406.10737",
"code": "https://github.com/yunbeizhang/DPCore",
"bibtex": "@inproceedings{zhang2025dpcore,\n title={DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation},\n author={Zhang, Yunbei and Mehra, Akshay and Niu, Shuaicheng and Hamm, Jihun},\n booktitle={Proceedings of the 42nd International Conference on Machine Learning (ICML)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Vision-Language",
"Continual"
]
},
{
"slug": "dpe_clip",
"full": "DPE",
"title": "Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models",
"authors": "Ce Zhang, Simon Stepputtis, Katia Sycara, Yaqi Xie",
"venue": "NeurIPS 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2410.12790",
"pdf": "https://arxiv.org/pdf/2410.12790",
"code": "https://github.com/zhangce01/DPE-CLIP",
"bibtex": "@inproceedings{zhang2024dual,\n title={Dual Prototype Evolving for Test-Time Generalization of Vision-Language Models},\n author={Zhang, Ce and Stepputtis, Simon and Sycara, Katia and Xie, Yaqi},\n booktitle={Advances in Neural Information Processing Systems (NeurIPS)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Vision-Language Classification",
"tags": [
"Vision-Language",
"Single-image",
"Gradient-free"
]
},
{
"slug": "dpl_wang",
"full": "DPL",
"title": "Decoupled Prototype Learning for Reliable Test-Time Adaptation",
"authors": "Guowei Wang, Changxing Ding, Wentao Tan, Mingkui Tan",
"venue": "IEEE TMM 2025",
"task": "Classification",
"url": "https://arxiv.org/abs/2401.08703",
"pdf": "https://arxiv.org/pdf/2401.08703",
"code": null,
"bibtex": "@article{wang2025dpl,\n title={Decoupled Prototype Learning for Reliable Test-Time Adaptation},\n author={Wang, Guowei and Ding, Changxing and Tan, Wentao and Tan, Mingkui},\n journal={IEEE Transactions on Multimedia (TMM)},\n year={2025}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"
]
},
{
"slug": "dplot",
"full": "DPLOT",
"title": "Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation",
"authors": "Yeonguk Yu, Sungho Shin, Seunghyeok Back, Mihwan Ko, Sangjun Noh, Kyoobin Lee",
"venue": "CVPR 2024",
"task": "Classification",
"url": "https://arxiv.org/abs/2404.10966",
"pdf": "https://arxiv.org/pdf/2404.10966",
"code": "https://github.com/gist-ailab/domain-specific-block-selection-and-paired-view-pseudo-labeling-for-online-TTA",
"bibtex": "@inproceedings{yu2024dplot,\n title={Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation},\n author={Yu, Yeonguk and Shin, Sungho and Back, Seunghyeok and Ko, Mihwan and Noh, Sangjun and Lee, Kyoobin},\n booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},\n year={2024}\n}",
"presentation": null,
"task_fine": "Image Classification",
"tags": [
"Image",
"Online"