# People Identification on CSI People Identification Dataset Source: [People Identification on CSI People Identification Dataset]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:14.224Z Evaluation of People Identification performance on the CSI People Identification Dataset, typically measured using Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | People Identification | | Dataset (including any stated split) | CSI People Identification Dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CSI-BERT | 97.92 | Not recorded | 68fa76161e209131cea6b541 | | FFN | 97.65 | Not recorded | 68fa76161e209131cea6b541 | | ResNet | 97.39 | Not recorded | 68fa76161e209131cea6b541 | | ResNet | 97.32 | Not recorded | 68fa76161e209131cea6b541 | | FFN | 97.13 | Not recorded | 68fa76161e209131cea6b541 | | CSI-BERT | 95.83 | Not recorded | 68fa76161e209131cea6b541 | | CSI-BERT | 95.83 | Not recorded | 68fa76161e209131cea6b541 | | CSI-BERT | 95.2 | Not recorded | 68fa76161e209131cea6b541 | | CSI-BERT | 95.05 | Not recorded | 68fa76161e209131cea6b541 | | FFN | 94.76 | Not recorded | 68fa76161e209131cea6b541 | | ResNet | 94.3 | Not recorded | 68fa76161e209131cea6b541 | | ResNet | 94.27 | Not recorded | 68fa76161e209131cea6b541 | | CSI-BERT | 93.94 | Not recorded | 68fa76161e209131cea6b541 | | RNN | 89.24 | Not recorded | 68fa76161e209131cea6b541 | | RNN | 88.54 | Not recorded | 68fa76161e209131cea6b541 | | ResNet | 86.75 | Not recorded | 68fa76161e209131cea6b541 | | RNN | 86.42 | Not recorded | 68fa76161e209131cea6b541 | | CNN | 85.38 | Not recorded | 68fa76161e209131cea6b541 | | RNN | 84.45 | Not recorded | 68fa76161e209131cea6b541 | | ResNet | 83.76 | Not recorded | 68fa76161e209131cea6b541 | | FFN | 83.22 | Not recorded | 68fa76161e209131cea6b541 | | FFN | 81.84 | Not recorded | 68fa76161e209131cea6b541 | | CNN | 80.6 | Not recorded | 68fa76161e209131cea6b541 | | RNN | 80.51 | Not recorded | 68fa76161e209131cea6b541 | | CNN | 79.18 | Not recorded | 68fa76161e209131cea6b541 | | CNN | 74.56 | Not recorded | 68fa76161e209131cea6b541 | | FFN | 71.34 | Not recorded | 68fa76161e209131cea6b541 | | CNN | 71.14 | Not recorded | 68fa76161e209131cea6b541 | | CNN | 70.88 | Not recorded | 68fa76161e209131cea6b541 | | RNN | 66.39 | Not recorded | 68fa76161e209131cea6b541 | | LSTM | 35.18 | Not recorded | 68fa76161e209131cea6b541 | | LSTM | 33.91 | Not recorded | 68fa76161e209131cea6b541 | | LSTM | 26.83 | Not recorded | 68fa76161e209131cea6b541 | | LSTM | 24.22 | Not recorded | 68fa76161e209131cea6b541 | | LSTM | 21.61 | Not recorded | 68fa76161e209131cea6b541 | | LSTM | 21.09 | Not recorded | 68fa76161e209131cea6b541 | ### CSI-BERT Accuracy: 97.92. Result ID: 699424df3a6c3148491b5d2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"2M","Data Condition":"Linear Interpolation"}. This record does not assert independent reproduction. ### FFN Accuracy: 97.65. Result ID: 699424df3a6c3148491b5d0f. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"337K","Data Condition":"CSI-BERT replace"}. This record does not assert independent reproduction. ### ResNet Accuracy: 97.39. Result ID: 699424df3a6c3148491b5d27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"11M","Data Condition":"CSI-BERT replace"}. This record does not assert independent reproduction. ### ResNet Accuracy: 97.32. Result ID: 699424df3a6c3148491b5d29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"11M","Data Condition":"Ordinary Kriging"}. This record does not assert independent reproduction. ### FFN Accuracy: 97.13. Result ID: 699424df3a6c3148491b5d0e. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"337K","Data Condition":"CSI-BERT recover"}. This record does not assert independent reproduction. ### CSI-BERT Accuracy: 95.83. Result ID: 699424df3a6c3148491b5d2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"2M","Data Condition":"CSI-BERT replace"}. This record does not assert independent reproduction. ### CSI-BERT Accuracy: 95.83. Result ID: 699424df3a6c3148491b5d2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"2M","Data Condition":"Ordinary Kriging"}. This record does not assert independent reproduction. ### CSI-BERT Accuracy: 95.2. Result ID: 699424df3a6c3148491b5d30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"2M","Data Condition":"IDW"}. This record does not assert independent reproduction. ### CSI-BERT Accuracy: 95.05. Result ID: 699424df3a6c3148491b5d2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"2M","Data Condition":"CSI-BERT recover"}. This record does not assert independent reproduction. ### FFN Accuracy: 94.76. Result ID: 699424df3a6c3148491b5d11. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"337K","Data Condition":"Ordinary Kriging"}. This record does not assert independent reproduction. ### ResNet Accuracy: 94.3. Result ID: 699424df3a6c3148491b5d26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"11M","Data Condition":"CSI-BERT recover"}. This record does not assert independent reproduction. ### ResNet Accuracy: 94.27. Result ID: 699424df3a6c3148491b5d2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"11M","Data Condition":"IDW"}. This record does not assert independent reproduction. ### CSI-BERT Accuracy: 93.94. Result ID: 699424df3a6c3148491b5d2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"2M","Data Condition":"Original Data"}. This record does not assert independent reproduction. ### RNN Accuracy: 89.24. Result ID: 699424df3a6c3148491b5d1b. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"33K","Data Condition":"CSI-BERT replace"}. This record does not assert independent reproduction. ### RNN Accuracy: 88.54. Result ID: 699424df3a6c3148491b5d1e. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"33K","Data Condition":"IDW"}. This record does not assert independent reproduction. ### ResNet Accuracy: 86.75. Result ID: 699424df3a6c3148491b5d28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"11M","Data Condition":"Linear Interpolation"}. This record does not assert independent reproduction. ### RNN Accuracy: 86.42. Result ID: 699424df3a6c3148491b5d1d. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"33K","Data Condition":"Ordinary Kriging"}. This record does not assert independent reproduction. ### CNN Accuracy: 85.38. Result ID: 699424df3a6c3148491b5d17. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"23K","Data Condition":"Ordinary Kriging"}. This record does not assert independent reproduction. ### RNN Accuracy: 84.45. Result ID: 699424df3a6c3148491b5d1c. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"33K","Data Condition":"Linear Interpolation"}. This record does not assert independent reproduction. ### ResNet Accuracy: 83.76. Result ID: 699424df3a6c3148491b5d25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"11M","Data Condition":"Original Data"}. This record does not assert independent reproduction. ### FFN Accuracy: 83.22. Result ID: 699424df3a6c3148491b5d12. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"337K","Data Condition":"IDW"}. This record does not assert independent reproduction. ### FFN Accuracy: 81.84. Result ID: 699424df3a6c3148491b5d10. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"337K","Data Condition":"Linear Interpolation"}. This record does not assert independent reproduction. ### CNN Accuracy: 80.6. Result ID: 699424df3a6c3148491b5d14. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"23K","Data Condition":"CSI-BERT recover"}. This record does not assert independent reproduction. ### RNN Accuracy: 80.51. Result ID: 699424df3a6c3148491b5d1a. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"33K","Data Condition":"CSI-BERT recover"}. This record does not assert independent reproduction. ### CNN Accuracy: 79.18. Result ID: 699424df3a6c3148491b5d15. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"23K","Data Condition":"CSI-BERT replace"}. This record does not assert independent reproduction. ### CNN Accuracy: 74.56. Result ID: 699424df3a6c3148491b5d18. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"23K","Data Condition":"IDW"}. This record does not assert independent reproduction. ### FFN Accuracy: 71.34. Result ID: 699424df3a6c3148491b5d0d. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"337K","Data Condition":"Original Data"}. This record does not assert independent reproduction. ### CNN Accuracy: 71.14. Result ID: 699424df3a6c3148491b5d13. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"23K","Data Condition":"Original Data"}. This record does not assert independent reproduction. ### CNN Accuracy: 70.88. Result ID: 699424df3a6c3148491b5d16. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"23K","Data Condition":"Linear Interpolation"}. This record does not assert independent reproduction. ### RNN Accuracy: 66.39. Result ID: 699424df3a6c3148491b5d19. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"33K","Data Condition":"Original Data"}. This record does not assert independent reproduction. ### LSTM Accuracy: 35.18. Result ID: 699424df3a6c3148491b5d20. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"133K","Data Condition":"CSI-BERT recover"}. This record does not assert independent reproduction. ### LSTM Accuracy: 33.91. Result ID: 699424df3a6c3148491b5d24. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"133K","Data Condition":"IDW"}. This record does not assert independent reproduction. ### LSTM Accuracy: 26.83. Result ID: 699424df3a6c3148491b5d22. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"133K","Data Condition":"Linear Interpolation"}. This record does not assert independent reproduction. ### LSTM Accuracy: 24.22. Result ID: 699424df3a6c3148491b5d21. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"133K","Data Condition":"CSI-BERT replace"}. This record does not assert independent reproduction. ### LSTM Accuracy: 21.61. Result ID: 699424df3a6c3148491b5d23. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"133K","Data Condition":"Ordinary Kriging"}. This record does not assert independent reproduction. ### LSTM Accuracy: 21.09. Result ID: 699424df3a6c3148491b5d1f. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"133K","Data Condition":"Original Data"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.