| Authors | Model/method | Inputs | Sites | Images (dates) | Accuracy | Ground | Remote sensing/assimilation product | RMSE | MBE | r2 |
| Yao et al. [28] | TD-TSEB | Ta, P, VP (vapor pressure) | α, ε, Tr, NDVI | DM | Landsat (five dates between 1 Jun and 30 Sep) | 89.8 | −63.6 | 0.81 | Li et al. [50] | SEBS | Ta, P, u, specific humidity, Rd, Rld | α, ε, Tr, fc, hc, LAI | S1–S17, ZY, GB, SSW, HZZ | ASTER (30 May, 15 Jun, 24 Jun, 10 Jul, 2 Aug, 8 Aug, 27 Aug, and 3 Sep) | 64b 63r | 24b −8r | | Pan et al. [51] | Non–parametric | | Tr, α, ε, NDVI, Ta, P, rh, Rd | ZY, S1, S4, S17, GB, SSW | MODIS (25 Jun to 9 Sep) | 133 | −59 | 0.48 | Xu et al. [52] | TVDA | u, Ta, rh, P, Rd, Rld, Tr, LAI | | DM | (7 Jun to 4 Sep) | 116 | 46 | | | TSEB | | | | | 132.9 | 82.2 | | Song et al. [53] | Two sources + Bayesian | Rd, Rld, u, Ta, rh, P, hc | Tr, α, ε, NDVI, LAI | S1–S17 | ASTER (10 Jul and 11 Aug) | 17.9 | 0.7 | 0.98 | Song et al. [47] | TSEBCT | Ta, u, P, VP, Rd, ε | NDVI, Tr, α | S1–S17 | ASTER (15 Jun, 24 Jun, 10 Jul, 2 Aug, 11 Aug, 18 Aug, 27 Aug, 3 Sep, and 12 Sep) | 52b 58r | 3b −21r | | TSEB | Ta, u, P, VP, Rd, ε | NDVI, Tr, α | 87b 71r | 50b 25r | | Yang et al. [54] | HTEM | Ta, LAI, hc, u, fc, rh, P, VPD | NDVI, α, ε Tr | S1–S17, ZY, GB, SSW, HZI | ASTER (10 Jul, 2 Aug, 11 Aug, 18 Aug, 27 Aug, and 3 Sep) | 42.3r | −15.7r | 0.88 | TSEB | 49.8r | 4.8r | 0.85 | MOD16 | 95.3r | −34.5r | 0.46 | Huang et al. [55] | SEBS–NDWI | Ta, u, P, Rd | Tr, α, ε, NDVI, NDWI | S1-S17, GB, SSW, ZY, HZZ | MODIS (15 Jun to 5 Sep) | 84.1 | 37.6 | | SEBS | Ta, u, P, Rd, VP | Tr, α, ε, NDVI | 117.8 | 69.4 | | Ma et al. [56] | SEBS | Ta, u, P, rh | Tr, α, ε, NDVI, LAI | S1–S17, ZY, GB, SSW, HZZ | ASTER (15 Jun, 24 Jun, 10 Jul, 2 Aug, 11 Aug, 18 Aug, 27 Aug, 3 Sep, and 12 Sep) | 102.9b | 68b | 0.77 | Revised SEBS | 74.8b | 23b | 0.81 | Zhuang and Wu [57] | Improved TSEB | u, Ta, rh, P, Rd, Rld | Tr, α, ε, NDVI | S6–S14 | ASTER (11 Aug, 18 Aug, 3 Sep, and 12 Sep) | 35.1b | 4.1b | | Song et al. [58] | TSEB | LAI, plant width, plant height, leaf width, leaf length, Ta, u, rh, fc, Tr | | DM | (18 Jun, 21 Jun, 24 Jun, 10 Jul, 13 Jul, 18 Aug, 8 Sep, and 12 Sep) | 61 | 31 | | Zhu et al. [59] | Shuttleworth–Wallace + Bayesian | LAI, Ta, u, rh, Rd, Rld, soil moisture | | DM | (26 May to 13 Sep) | 80.7 | 24.2 | 0.83 |
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