{
  "title": "RPT-SR: Regional Prior attention Transformer for infrared image Super-Resolution",
  "doi": "10.1109/WACV61042.2026.00503",
  "tables": {
    "m3fd-x4": {
      "source": "Table 1, PDF page 6; printed page 5189",
      "columns": [
        "method",
        "lpips",
        "musiq",
        "maniqa",
        "gflops",
        "params_m"
      ],
      "rows": [
        {
          "method": "BSRGAN",
          "lpips": "0.2372",
          "musiq": "33.6130",
          "maniqa": "0.1643",
          "gflops": "297.7300",
          "params_m": "16.7000"
        },
        {
          "method": "SwinIR",
          "lpips": "0.2070",
          "musiq": "31.8550",
          "maniqa": "0.1441",
          "gflops": "861.2700",
          "params_m": "11.9000"
        },
        {
          "method": "HAT",
          "lpips": "0.1118",
          "musiq": "39.6269",
          "maniqa": "0.2448",
          "gflops": "345.6320",
          "params_m": "20.5100"
        },
        {
          "method": "HAT-s",
          "lpips": "0.1117",
          "musiq": "40.0702",
          "maniqa": "0.2438",
          "gflops": "163.3130",
          "params_m": "9.3590"
        },
        {
          "method": "DAT",
          "lpips": "0.1084",
          "musiq": "40.2458",
          "maniqa": "0.2473",
          "gflops": "245.1820",
          "params_m": "14.8020"
        },
        {
          "method": "DAT-light",
          "lpips": "0.1586",
          "musiq": "38.1636",
          "maniqa": "0.2382",
          "gflops": "9.1060",
          "params_m": "0.6000"
        },
        {
          "method": "DAT-S",
          "lpips": "0.1148",
          "musiq": "40.0828",
          "maniqa": "0.2468",
          "gflops": "186.4680",
          "params_m": "11.2120"
        },
        {
          "method": "DAT2",
          "lpips": "0.1424",
          "musiq": "40.2149",
          "maniqa": "0.2488",
          "gflops": "186.4710",
          "params_m": "11.2120"
        },
        {
          "method": "RGT",
          "lpips": "0.1094",
          "musiq": "41.3049",
          "maniqa": "0.2482",
          "gflops": "207.6040",
          "params_m": "13.3570"
        },
        {
          "method": "RGT-S",
          "lpips": "0.1241",
          "musiq": "39.6106",
          "maniqa": "0.2435",
          "gflops": "160.4810",
          "params_m": "10.1920"
        },
        {
          "method": "CAT-a2",
          "lpips": "0.1072",
          "musiq": "40.8421",
          "maniqa": "0.2445",
          "gflops": "278.9230",
          "params_m": "16.6040"
        },
        {
          "method": "CAT-a",
          "lpips": "0.1107",
          "musiq": "40.1292",
          "maniqa": "0.2439",
          "gflops": "278.9180",
          "params_m": "16.6040"
        },
        {
          "method": "CAT2",
          "lpips": "0.1186",
          "musiq": "39.2645",
          "maniqa": "0.2394",
          "gflops": "202.4670",
          "params_m": "11.9250"
        },
        {
          "method": "CAT",
          "lpips": "0.1334",
          "musiq": "41.7353",
          "maniqa": "0.2473",
          "gflops": "278.9080",
          "params_m": "16.6040"
        },
        {
          "method": "SMFANet",
          "lpips": "0.1682",
          "musiq": "36.6689",
          "maniqa": "0.2345",
          "gflops": "2.9490",
          "params_m": "0.1970"
        },
        {
          "method": "SMFANet-plus",
          "lpips": "0.1656",
          "musiq": "37.1501",
          "maniqa": "0.2463",
          "gflops": "7.4470",
          "params_m": "0.4950"
        },
        {
          "method": "SRFormer",
          "lpips": "0.1215",
          "musiq": "40.0070",
          "maniqa": "0.2455",
          "gflops": "227.4040",
          "params_m": "10.4290"
        },
        {
          "method": "SRFormer-light",
          "lpips": "0.1739",
          "musiq": "35.0966",
          "maniqa": "0.2332",
          "gflops": "14.1340",
          "params_m": "0.8400"
        },
        {
          "method": "ART",
          "lpips": "0.1148",
          "musiq": "39.0602",
          "maniqa": "0.2390",
          "gflops": "283.7570",
          "params_m": "16.5460"
        },
        {
          "method": "ART-S",
          "lpips": "0.1801",
          "musiq": "37.6691",
          "maniqa": "0.2408",
          "gflops": "203.2140",
          "params_m": "11.8670"
        },
        {
          "method": "PFT",
          "lpips": "0.1045",
          "musiq": "38.9887",
          "maniqa": "0.2451",
          "gflops": "319.1660",
          "params_m": "19.0570"
        },
        {
          "method": "PFT-light",
          "lpips": "0.1577",
          "musiq": "37.5897",
          "maniqa": "0.2423",
          "gflops": "11.3370",
          "params_m": "0.6970"
        },
        {
          "method": "ATD",
          "lpips": "0.1357",
          "musiq": "41.6795",
          "maniqa": "0.2496",
          "gflops": "310.2350",
          "params_m": "19.8840"
        },
        {
          "method": "ATD-light",
          "lpips": "0.1625",
          "musiq": "37.4732",
          "maniqa": "0.2486",
          "gflops": "11.6690",
          "params_m": "0.6610"
        },
        {
          "method": "HIT-SR",
          "lpips": "0.1516",
          "musiq": "38.3516",
          "maniqa": "0.2375",
          "gflops": "13.0660",
          "params_m": "0.7920"
        },
        {
          "method": "CoRPLE",
          "lpips": "0.2320",
          "musiq": "31.0734",
          "maniqa": "0.2022",
          "gflops": "37.5920",
          "params_m": "0.5910"
        },
        {
          "method": "RPT-SR-Light",
          "lpips": "0.1377",
          "musiq": "41.7372",
          "maniqa": "0.2472",
          "gflops": "27.5540",
          "params_m": "3.9500"
        },
        {
          "method": "RPT-SR",
          "lpips": "0.1038",
          "musiq": "41.8049",
          "maniqa": "0.2621",
          "gflops": "237.7830",
          "params_m": "25.8300"
        }
      ]
    },
    "rasmd-tno-x4": {
      "source": "Table 2, PDF page 7; printed page 5190",
      "columns": [
        "method",
        "rasmd_lpips",
        "tno_lpips"
      ],
      "rows": [
        {
          "method": "BSRGAN",
          "rasmd_lpips": "0.1884",
          "tno_lpips": "0.4095"
        },
        {
          "method": "SwinIR",
          "rasmd_lpips": "0.2415",
          "tno_lpips": "0.4797"
        },
        {
          "method": "HAT",
          "rasmd_lpips": "0.1560",
          "tno_lpips": "0.2475"
        },
        {
          "method": "HAT-S",
          "rasmd_lpips": "0.1603",
          "tno_lpips": "0.2543"
        },
        {
          "method": "DAT",
          "rasmd_lpips": "0.1623",
          "tno_lpips": "0.2534"
        },
        {
          "method": "DAT-light",
          "rasmd_lpips": "0.1650",
          "tno_lpips": "0.3534"
        },
        {
          "method": "DAT-S",
          "rasmd_lpips": "0.1603",
          "tno_lpips": "0.2548"
        },
        {
          "method": "RGT",
          "rasmd_lpips": "0.1638",
          "tno_lpips": "0.2809"
        },
        {
          "method": "RGT-S",
          "rasmd_lpips": "0.1582",
          "tno_lpips": "0.2853"
        },
        {
          "method": "CAT",
          "rasmd_lpips": "0.1559",
          "tno_lpips": "0.3280"
        },
        {
          "method": "CAT-2",
          "rasmd_lpips": "0.1604",
          "tno_lpips": "0.2973"
        },
        {
          "method": "CAT-A",
          "rasmd_lpips": "0.1548",
          "tno_lpips": "0.3280"
        },
        {
          "method": "CAT-A2",
          "rasmd_lpips": "0.1577",
          "tno_lpips": "0.3269"
        },
        {
          "method": "SMFANet",
          "rasmd_lpips": "0.1755",
          "tno_lpips": "0.3609"
        },
        {
          "method": "SMFANet-plus",
          "rasmd_lpips": "0.1711",
          "tno_lpips": "0.3574"
        },
        {
          "method": "ART",
          "rasmd_lpips": "0.1592",
          "tno_lpips": "0.2536"
        },
        {
          "method": "ART-S",
          "rasmd_lpips": "0.1650",
          "tno_lpips": "0.3374"
        },
        {
          "method": "PFT",
          "rasmd_lpips": "0.1608",
          "tno_lpips": "0.3229"
        },
        {
          "method": "PFT-light",
          "rasmd_lpips": "0.1647",
          "tno_lpips": "0.3440"
        },
        {
          "method": "ATD",
          "rasmd_lpips": "0.1589",
          "tno_lpips": "0.3163"
        },
        {
          "method": "ATD-light",
          "rasmd_lpips": "0.1667",
          "tno_lpips": "0.3431"
        },
        {
          "method": "HIT-SR",
          "rasmd_lpips": "0.1675",
          "tno_lpips": "0.3442"
        },
        {
          "method": "CoRPLE",
          "rasmd_lpips": "0.3087",
          "tno_lpips": "0.3671"
        },
        {
          "method": "RPT-SR",
          "rasmd_lpips": "0.1535",
          "tno_lpips": "0.2501"
        }
      ]
    },
    "rasmd-m3fd-x2": {
      "source": "Table 3, PDF page 7; printed page 5190",
      "columns": [
        "method",
        "rasmd_lpips",
        "m3fd_lpips"
      ],
      "rows": [
        {
          "method": "BSRGAN",
          "rasmd_lpips": "0.1457",
          "m3fd_lpips": "0.1314"
        },
        {
          "method": "SwinIR",
          "rasmd_lpips": "0.0354",
          "m3fd_lpips": "0.0732"
        },
        {
          "method": "HAT-S",
          "rasmd_lpips": "0.0286",
          "m3fd_lpips": "0.0731"
        },
        {
          "method": "RGT",
          "rasmd_lpips": "0.0383",
          "m3fd_lpips": "0.0746"
        },
        {
          "method": "RGT-S",
          "rasmd_lpips": "0.0409",
          "m3fd_lpips": "0.0759"
        },
        {
          "method": "SMFANet",
          "rasmd_lpips": "0.0377",
          "m3fd_lpips": "0.0819"
        },
        {
          "method": "SMFANet-plus",
          "rasmd_lpips": "0.0355",
          "m3fd_lpips": "0.0766"
        },
        {
          "method": "ART-S",
          "rasmd_lpips": "0.0313",
          "m3fd_lpips": "0.0750"
        },
        {
          "method": "PFT-light",
          "rasmd_lpips": "0.0364",
          "m3fd_lpips": "0.0759"
        },
        {
          "method": "ATD-light",
          "rasmd_lpips": "0.0359",
          "m3fd_lpips": "0.0730"
        },
        {
          "method": "HiT-SR",
          "rasmd_lpips": "0.0347",
          "m3fd_lpips": "0.0772"
        },
        {
          "method": "CoRPLE",
          "rasmd_lpips": "0.0373",
          "m3fd_lpips": "0.0766"
        },
        {
          "method": "RPT-SR",
          "rasmd_lpips": "0.0285",
          "m3fd_lpips": "0.0728"
        }
      ]
    },
    "ablation-x4": {
      "source": "Table 4, PDF page 8; printed page 5191",
      "columns": [
        "method",
        "m3fd_lpips",
        "m3fd_musiq",
        "m3fd_maniqa",
        "tno_lpips",
        "tno_musiq",
        "tno_maniqa",
        "rasmd_lpips",
        "rasmd_musiq",
        "rasmd_maniqa",
        "gflops",
        "params_m"
      ],
      "rows": [
        {
          "method": "Baseline",
          "m3fd_lpips": "0.105057",
          "m3fd_musiq": "41.2597",
          "m3fd_maniqa": "0.26091",
          "tno_lpips": "0.25048",
          "tno_musiq": "36.4154",
          "tno_maniqa": "0.24596",
          "rasmd_lpips": "0.154442",
          "rasmd_musiq": "44.39395",
          "rasmd_maniqa": "0.223607",
          "gflops": "231.366",
          "params_m": "25.454"
        },
        {
          "method": "Static",
          "m3fd_lpips": "0.105324",
          "m3fd_musiq": "41.6872",
          "m3fd_maniqa": "0.26034",
          "tno_lpips": "0.25257",
          "tno_musiq": "38.2838",
          "tno_maniqa": "0.24903",
          "rasmd_lpips": "0.154457",
          "rasmd_musiq": "44.72269",
          "rasmd_maniqa": "0.225821",
          "gflops": "229.100",
          "params_m": "25.377"
        },
        {
          "method": "RPT (Ours)",
          "m3fd_lpips": "0.103793",
          "m3fd_musiq": "41.8049",
          "m3fd_maniqa": "0.26213",
          "tno_lpips": "0.25014",
          "tno_musiq": "38.5862",
          "tno_maniqa": "0.25125",
          "rasmd_lpips": "0.153543",
          "rasmd_musiq": "44.91027",
          "rasmd_maniqa": "0.226634",
          "gflops": "237.783",
          "params_m": "25.830"
        }
      ]
    }
  }
}