HyperAI

Motion Forecasting On Argoverse Cvpr 2020

Metriken

DAC (K=6)
MR (K=1)
MR (K=6)
brier-minFDE (K=6)
minADE (K=1)
minADE (K=6)
minFDE (K=1)
minFDE (K=6)

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Vergleichstabelle
ModellnameDAC (K=6)MR (K=1)MR (K=6)brier-minFDE (K=6)minADE (K=1)minADE (K=6)minFDE (K=1)minFDE (K=6)
Modell 10.98310.59330.16742.09991.71760.88533.79661.4055
tenet-transformer-encoding-network-for0.98630.55960.12721.76671.65650.81213.60811.2141
Modell 30.92630.74980.74984.92092.16862.16864.92094.9209
Modell 40.88570.83480.83487.88753.53333.53337.88757.8875
Modell 50.91830.73520.59014.09992.38651.60555.4883.4055
Modell 60.89770.81220.69166.13152.96312.34326.81165.437
Modell 70.98770.57910.14321.91621.68560.81863.75881.2754
Modell 80.98360.58730.15972.04951.70240.86793.76421.355
Modell 90.98380.57010.14381.87521.62420.83313.581.2748
Modell 100.91240.87740.55044.14573.4671.78757.45463.4512
Modell 110.98560.71610.15892.10822.27090.95835.02161.4138
Modell 120.97380.66850.66854.09721.83121.83124.09724.0972
Modell 130.98740.55980.13061.781.62440.813.55721.1996
Modell 140.98870.64670.16762.36131.91080.994.25971.6668
Modell 150.96710.83550.48894.19883.64951.8888.11973.5044
Modell 160.98260.6690.18492.0832.03630.91054.58071.4341
Modell 170.98430.56650.14741.9541.62170.82943.55081.2595
Modell 180.97590.67950.67954.17041.87051.87054.17044.1704
Modell 190.98710.58770.14341.99221.73680.89483.78741.2978
leveraging-future-relationship-reasoning-for0.98780.57280.1431.93651.70630.81653.74861.2671
Modell 210.99120.59180.2052.35441.85941.14633.82161.7597
home-heatmap-output-for-future-motion0.9830.57230.08461.86011.69860.89043.6811.2919
Modell 230.84410.88680.88688.75223.97713.97718.75228.7522
Modell 240.91850.76680.76685.71682.18752.18755.02245.0224
Modell 250.96910.68250.68254.26731.91231.91234.26734.2673
Modell 260.70420.99670.989326.405730.752428.381331.151325.7113
Modell 270.98820.54010.12231.80951.50970.75433.36211.1376
Modell 280.89770.81220.69166.13152.96312.34326.81165.437
Modell 290.98830.55550.12971.87381.62660.78633.58251.1974
Modell 300.98350.60190.15862.0441.74530.86423.89811.3496
Modell 310.99220.51540.10321.68201.44120.72823.17771.0566
Modell 320.97990.60360.17642.04081.730.86213.87821.4071
Modell 330.98480.63540.16772.08841.890.88884.22651.401
Modell 340.98290.58710.14711.90061.68640.84063.74771.2785
Modell 350.98540.61220.16922.14861.73430.89633.85321.4542
lanercnn-distributed-representations-for0.99030.56850.12322.1471.68520.90383.69161.4526
Modell 370.99310.53480.53483.29231.54071.54073.29233.2923
Modell 380.98350.57560.57563.51541.59691.59693.51543.5154
Modell 390.98750.67490.25852.82662.04141.15184.63252.1322
Modell 400.98340.62410.62413.99731.8091.8093.99733.9973
Modell 410.7550.98510.981723.39412.314611.829623.727622.6995
r-pred-two-stage-motion-prediction-via-tube0.9920.53440.11651.77651.58430.76293.47181.1236
Modell 430.98980.58670.1152.09781.91051.21873.82171.5582
Modell 440.89770.81220.69166.13152.96312.34326.81165.437
Modell 450.98920.57540.13031.85841.67880.81943.70871.2186
Modell 460.95140.78920.41413.56542.90291.48116.83012.871
Modell 470.14751.00.82616.336238.94553.54157.70465.6417
Modell 480.91180.80870.80875.82392.53442.53445.82395.8239
Modell 490.98170.58270.16512.06511.66660.8663.68861.3707
multi-modal-motion-prediction-with0.98520.60230.14291.93931.7350.83723.90071.2905
Modell 510.98120.63210.17912.07981.84360.90134.08751.4384
Modell 520.89340.78610.33892.72772.59041.13945.71322.0333
Modell 530.98490.62720.15912.0061.81030.87033.97331.3505
Modell 540.98930.54350.11631.79631.50990.77973.32971.1675
Modell 550.98240.59660.16662.07141.71680.87023.81711.377
Modell 560.86970.84490.84498.37923.37263.37267.73927.7392
wayformer-motion-forecasting-via-simple0.98930.57160.11861.74081.6360.76763.65591.1616
Modell 580.98640.56340.14081.97371.62620.83083.58511.2793
Modell 590.94850.76010.6784.96663.01072.08396.6884.2735
Modell 600.9640.83550.58214.72033.64952.07758.11974.0258
Modell 610.98120.59260.16471.99811.71630.88093.8011.3845
Modell 620.98660.55650.14271.97441.58510.84443.48381.28
Modell 630.98510.62770.1952.53161.91521.07834.1941.8371
prank-motion-prediction-based-on-ranking0.98910.59550.59553.82391.72841.72843.82393.8239
Modell 650.98470.57640.13951.89881.6450.82773.60291.2532
Modell 660.94370.79640.41993.80512.59111.87035.60383.1107
thomas-trajectory-heatmap-output-with-learned-10.97810.56130.10381.97361.66860.94233.5931.4388
Modell 680.95680.71710.53634.26432.40321.69395.46213.5698
Modell 690.99090.5530.12091.81881.62870.8183.52631.1888
Modell 700.98250.63330.17322.20041.87850.91724.22591.506
Modell 710.98420.61780.1542.03281.77370.84364.00331.3383
Modell 720.43230.99360.931224.351517.012212.658434.337623.657
Modell 730.91920.77730.77735.12472.21812.21815.12475.1247
Modell 740.91790.65760.54283.79211.91031.50314.29233.0976
Modell 750.95210.9430.35392.81024.97451.221610.02982.1157
trajectory-forecasting-on-temporal-graphs0.98370.59840.15281.92851.77160.86073.90311.3055
Modell 770.42220.65170.35792.9942.38961.86944.10082.2995
Modell 780.98360.58730.15972.04951.70240.86793.76431.355
Modell 790.35250.7370.65835.042622.37282.147625.49244.7166
Modell 800.97420.90830.51564.82535.56992.296811.05154.1309
Modell 810.98650.74520.15892.0482.19020.8484.9151.3536
Modell 820.97760.72850.19512.15762.22830.91635.09441.4631
Modell 830.98150.63750.18652.04341.86370.88324.15111.4262
Modell 840.98760.7180.32763.23272.42281.5495.29432.5765
Modell 850.990.5750.12661.85671.7150.82853.75821.2403
Modell 860.98250.59810.16031.98631.79780.8614.04151.3527
Modell 870.98910.59720.1461.9461.73380.86363.84761.3399
Modell 880.98160.59330.12172.13861.79950.98923.83571.5159
Modell 890.98750.58430.12581.97591.67910.88173.63211.2815
Modell 900.9470.66880.38573.22771.92761.35684.27382.4881
Modell 910.98890.58620.1481.96351.6980.8363.73951.2863
Modell 920.89770.81220.69166.13152.96312.34326.81165.437
Modell 930.98770.63220.17072.10921.95360.88414.28541.4204
Modell 940.98480.63120.16352.05741.83970.87584.10611.3715
Modell 950.9840.61510.10592.18981.80140.97793.94181.4953
Modell 960.97760.59680.17382.09751.7310.87753.85921.4031
Modell 970.98880.57420.13271.94231.64920.86743.58791.2703
Modell 980.98050.61580.16662.08571.77620.89863.90791.3913
Modell 990.98390.62010.62013.98611.80621.80623.98613.9861
Modell 1000.90440.81970.81976.19542.72912.72916.19546.1954
Modell 1010.94080.86590.52033.88993.38581.6847.61863.1954
Modell 1020.98160.63290.18042.10011.90160.9164.21191.4591
Modell 1030.88780.87090.6555.63083.41522.57057.23774.9364
ganet-goal-area-network-for-motion0.98990.54990.11791.78991.59210.8063.45481.1605
Modell 1050.890.86020.86026.07712.72712.72716.07716.0771
Modell 1060.98140.63530.17952.10371.89880.89434.23531.4645
Modell 1070.98980.58140.13411.9181.65610.80123.64961.2235
Modell 1080.86540.90680.90686.9923.25533.25536.9926.992
Modell 1090.29390.99990.82376.293132.90343.233146.72685.5987
Modell 1100.94950.77560.39832.99672.79491.35026.05242.3501
Modell 1110.99030.55790.1211.88171.61170.8133.50871.1873
Modell 1120.97250.63440.21792.2431.90440.94364.19171.5486
Modell 1130.97690.67020.21292.16112.04010.96874.52991.5716
Modell 1140.86970.8890.8896.72473.10883.10886.72476.7247
Modell 1150.98260.60740.16192.06821.73650.87153.84821.3737
Modell 1160.96990.78370.21892.32772.63920.96936.0291.6332
Modell 1170.98070.58520.16962.09931.67370.88583.68371.4049
Modell 1180.98360.58730.15972.04951.70240.86793.76431.355
Modell 1190.98360.58730.15972.04951.70240.86793.76431.355
holistic-transformer-a-joint-neural-network0.98650.54960.13031.91721.56920.81233.42841.2227
multipath-efficient-information-fusion-and0.98760.56450.13241.79321.62350.78973.61411.2144
Modell 1220.91430.8060.8065.81852.53292.53295.81855.8185
Modell 1230.97430.68790.31912.72372.09871.16244.66422.1036
Modell 1240.8320.90640.7095.60715.88412.82311.30514.9126
Modell 1250.9810.59620.17252.11361.71910.88833.80391.4192
Modell 1260.77560.92380.92388.14413.95213.95218.14418.1441
Modell 1270.98270.58750.15912.041.68830.8623.72741.3456
Modell 1280.96020.62780.2142.26881.83350.93034.12741.5984
Modell 1290.89830.83790.78056.05652.68832.49435.84515.362
Modell 1300.9910.78280.29043.21962.95761.45376.36732.5476
Modell 1310.97180.84570.49033.79433.30351.60567.42993.0999
Modell 1320.88570.83480.83487.88753.53333.53337.88757.8875
Modell 1330.98650.76560.39693.17882.58881.41615.74652.4845
Modell 1340.98080.61270.17792.47811.83121.04164.011.7936
Modell 1350.93970.74110.35532.81472.25581.18075.15812.2379
Modell 1360.9580.8020.34343.09013.03381.40247.07022.3957
Modell 1370.90920.58870.15012.005811.386111.28343.78321.3114
Modell 1380.98180.58890.16732.07171.70410.86633.78271.3772
Modell 1390.9510.67910.67914.51962.00312.00314.51964.5196
crat-pred-vehicle-trajectory-prediction-with0.95580.63230.26242.59261.81621.06264.05761.8981
Modell 1410.89770.81220.69166.13152.96312.34326.81165.437
Modell 1420.77340.81510.68995.33632.82572.15646.39464.6394
Modell 1430.98360.58730.15972.04951.70240.86793.76431.355
Modell 1440.98860.55770.13511.91751.64530.79493.62691.2235
Modell 1450.95840.74710.33933.20212.46111.25225.59652.5305
Modell 1460.94940.73010.28452.81312.10571.13434.82592.1187
Modell 1470.88570.83480.83487.88753.53333.53337.88757.8875
Modell 1480.88570.83480.83487.88753.53333.53337.88757.8875
tpcn-temporal-point-cloud-networks-for-motion0.98840.56010.13331.92861.57520.81533.48721.2442
dcms-motion-forecasting-with-dual-consistency0.99020.53220.10941.75641.47680.76593.25151.135
Modell 1510.87040.850.856.4572.97192.97196.4576.457
Modell 1520.98460.58310.13761.9291.70120.8273.78111.2395
Modell 1530.91390.83880.49313.75832.98381.63276.88533.0638
Modell 1540.98330.64530.16992.09261.87630.89354.17831.3981
Modell 1550.98360.58730.15972.04951.70240.86793.76431.355
Modell 1560.98980.55140.12071.80061.59590.80573.46481.1693
Modell 1570.98780.53780.11551.76541.53490.80533.32161.1385
Modell 1580.98950.62860.1291.86911.85210.78544.11631.1872
Modell 1590.98870.57660.13831.8831.65720.83323.66041.2694
Modell 1600.98830.53950.11431.75681.55990.80143.38141.2139
Modell 1610.97930.59280.16572.06511.7120.86833.79851.3707
Modell 1620.9790.67420.18842.07832.31480.94145.0531.409
Modell 1630.97990.61420.61424.52141.73031.73033.8273.827
Modell 1640.98590.56010.14161.9661.62250.83513.56411.2715
Modell 1650.9850.58760.16222.04141.74380.88793.76421.3718
Modell 1660.98120.65420.19372.14051.99530.97764.31111.5183
gohome-graph-oriented-heatmap-output0.98110.57240.10481.98341.68870.94253.64681.4503
Modell 1680.9870.64650.16152.08911.96730.9084.30371.4413
Modell 1690.83660.95720.957212.88137.17467.174612.881312.8813
Modell 1700.98330.63060.63064.00921.81791.81794.00924.0092
Modell 1710.87220.83480.81688.26183.53333.38617.88757.5673
Modell 1720.98760.60850.15391.97371.78740.83674.04181.3222
Modell 1730.91050.95630.40483.03224.76651.268410.86832.3377
Modell 1740.98360.58730.15972.04951.70240.86793.76431.355
Modell 1750.9830.86340.18642.13433.00090.88927.06971.4399
Modell 1760.98150.63210.18912.20031.87680.93474.13661.5058
Modell 1770.980.59050.16342.05851.7060.86793.77861.364
Modell 1780.85920.86770.86776.85312.73852.73856.15866.1586
Modell 1790.98180.62370.16992.13681.79880.90963.98521.4424
Modell 1800.98680.63050.23172.14851.84260.91934.12311.5334
Modell 1810.98970.52750.10651.73131.51810.77093.28491.1057
Modell 1820.97580.75080.28872.66752.7711.20525.74821.973
Modell 1830.8640.93860.93869.50774.65644.65649.50779.5077
ssl-lanes-self-supervised-learning-for-motion0.98440.56710.13261.94331.63420.84013.56431.2493
Modell 1850.98810.540.12231.80921.51110.75373.36451.137
Modell 1860.86880.87150.57184.2763.45491.81147.88283.5816
Modell 1870.92980.76480.76485.84792.28312.28315.15345.1534
Modell 1880.98930.52610.11011.69421.4910.76233.26281.1337
Modell 1890.88570.83480.83487.88753.53333.53337.88757.8875
Modell 1900.18160.65740.10352.279314.992814.91124.16421.5849
Modell 1910.98740.55030.13621.94611.58520.81813.471.2517
Modell 1920.98330.5750.1542.03051.65470.85253.64891.3361
Modell 1930.97620.84050.21862.35842.7970.98776.65111.6639
Modell 1940.98730.57910.14371.93091.70610.81423.76261.2651
Modell 1950.98310.60080.11462.07121.74910.95183.84351.498
Modell 1960.98360.58730.15972.04951.70240.86793.76421.355
Modell 1970.91970.77890.39833.08712.54481.43075.66082.3926
Modell 1980.95630.65890.20962.2252.28421.29044.39661.5956
Modell 1990.98880.56060.13741.83921.61860.81573.55731.2425
Modell 2000.93840.73470.72055.46992.14162.14.87484.7755
Modell 2010.98460.58310.1512.02141.67680.86053.69511.327
Modell 2020.78340.90560.67855.13994.43492.27659.52254.4455
Modell 2030.92680.75740.75745.0542.19622.19625.0545.054
Modell 2040.89770.81220.69166.13152.96312.34326.81165.437
Modell 2050.98920.55630.13241.88721.64050.79173.62261.2124
Modell 2060.89770.81220.69166.13152.96312.34326.81165.437
Modell 2070.98840.5630.13541.89811.66020.79733.6621.2283
Modell 2080.9730.70740.24712.47132.46271.16625.18751.7768
Modell 2090.98080.6370.13972.10932.14611.38184.2271.4396
Modell 2100.86760.87150.53693.98143.45491.71297.88283.287
Modell 2110.95780.72940.51283.97532.2321.60914.70643.2809
Modell 2120.98180.61180.10482.18631.78120.95743.90031.4919
Modell 2130.88790.9120.9128.85783.56463.56468.16348.1634
Modell 2140.98570.5830.12032.05841.69730.86883.75731.3639
Modell 2150.88930.89020.64575.48184.48242.12019.43054.7874
Modell 2160.980.59090.23332.32231.67370.92963.75411.6362
Modell 2170.98150.61720.15922.10391.8030.87794.02351.4095
Modell 2180.90420.81170.81176.14542.38052.38055.4515.451
Modell 2190.98150.62880.16692.11641.82330.89954.03071.422
Modell 2200.98360.64220.18232.31042.00291.13224.3451.6453
Modell 2210.91870.7790.73925.69482.46112.34345.32315.0003
Modell 2220.9820.5910.16522.07251.71890.88033.79181.3781
query-centric-trajectory-prediction0.98870.52570.10561.69341.52340.73403.34201.0666
Modell 2240.98770.57640.14181.97731.67240.83933.65181.2828
Modell 2250.96710.80970.41773.47992.81041.39986.50632.7821
Modell 2260.98360.58730.15972.04951.70240.86793.76431.355
Modell 2270.95670.78020.40513.51412.68851.46086.26822.8196
Modell 2280.96370.87050.54234.2553.74081.76918.35293.5606
Modell 2290.99120.55280.10751.7941.61240.78193.51161.1127
Modell 2300.99220.61330.1422.11141.83860.91164.03091.4503
Modell 2310.98830.55860.1361.89151.65880.79433.65681.2212
Modell 2320.98070.58710.16112.04821.69060.86263.74181.3537
Modell 2330.95180.68080.68085.08721.94241.94244.39274.3927
Modell 2340.95060.69820.69824.62112.04892.04894.62114.6211
Modell 2350.70640.94760.947611.45565.71325.713211.455611.4556
Modell 2360.98140.58910.16742.07891.70550.87413.77051.3844
Modell 2370.96560.70320.26112.83812.33791.27745.05782.1774
Modell 2380.98340.59670.16232.06991.69680.86673.74961.3755
Modell 2390.98620.59980.13521.86781.67020.80263.77241.2339
hivt-hierarchical-vector-transformer-for0.98880.54730.12671.84221.59840.77353.53281.1693
Modell 2410.96230.98780.31352.75027.49941.212817.1912.0558
Modell 2420.98340.59350.16062.03741.70010.8563.7751.3429
Modell 2430.95880.69710.25082.67082.17281.12874.84181.9764
Modell 2440.98940.54750.11771.74831.57370.80463.44671.1554
Modell 2450.98960.55170.12091.80671.60720.80913.49451.1744
Modell 2460.9840.57950.15761.96181.65850.85793.65811.3432
Modell 2470.86760.87150.53693.98143.45491.71297.88283.287
Modell 2480.97560.6390.18582.05921.85990.91914.09271.4475
hivt-hierarchical-vector-transformer-for0.98910.54310.12211.81711.56190.76733.44491.146
Modell 2500.99270.820.41813.35842.90761.38366.54162.6639
Modell 2510.98360.58730.15972.04951.70240.86793.76431.355
Modell 2520.98680.68560.13082.11541.74140.99734.23721.4209
Modell 2530.95110.78240.35912.98452.72621.39885.98192.29
Modell 2540.98780.71590.71595.06822.27192.27195.06825.0682
Modell 2550.980.60160.60164.36331.65571.65573.66893.6689
Modell 2560.98860.54490.11681.75121.56890.7893.40671.1602
Modell 2570.98970.54670.12451.83471.55310.7723.45331.1626
Modell 2580.98750.54310.11241.72861.53270.76063.36111.1213
Modell 2590.88920.80450.52013.40922.67841.45195.9992.7148
Modell 2600.87260.9040.40833.1913.30981.26878.01792.4966
Modell 2610.97560.60970.17792.12861.79020.88324.01141.4341
Modell 2620.98860.56960.12821.92111.63380.84683.57521.2494
Modell 2630.98850.55730.13311.89321.63770.79333.6141.2193
Modell 2640.9370.85740.52474.57424.72862.31019.73853.8798
Modell 2650.98990.59210.12551.88681.81080.80264.05511.2321
Modell 2660.98910.59550.59553.82391.72841.72843.82393.8239
Modell 2670.98120.58770.1622.05391.70190.87033.76241.3622
Modell 2680.97620.61330.22082.26411.77210.96023.90131.5696
Modell 2690.97250.65670.65674.11591.85251.85254.11594.1159
Modell 2700.83320.89170.54584.109410634487.5868155985.79988.64033.4149
Modell 2710.86760.87150.53693.98143.45491.71297.88283.287
Modell 2720.89880.88840.73825.66822.98712.41917.01554.9738
Modell 2730.98050.59270.16892.07761.72880.87163.83591.3832
Modell 2740.98380.60010.16181.96231.73960.83413.92971.3393
Modell 2750.98360.58730.15972.04951.70240.86793.76421.355
Modell 2760.89650.81390.81396.52022.60032.60035.82575.8257
Modell 2770.9460.74940.65824.7872.93372.02826.41754.0938
Modell 2780.99130.55730.12071.79921.6320.83443.55051.1568
Modell 2790.89770.81220.69166.13152.96312.34326.81165.437
Modell 2800.98140.59450.16382.06681.72520.87063.82221.3723
Modell 2810.9850.59880.10322.07591.70290.91063.69611.3814
Modell 2820.970.68680.68684.19821.86841.86844.19824.1982
Modell 2830.89820.81410.81415.47322.4182.4185.47325.4732
tnt-target-driven-trajectory-prediction0.98890.70970.16562.14012.1740.90974.95931.4457
Modell 2850.9160.79070.71195.06742.30532.04585.27344.6173
Modell 2860.9870.85560.13491.9322.74840.79636.68451.2225
Modell 2870.98290.60870.32642.8821.77321.17413.87072.1875
Modell 2880.88050.86960.86966.41582.94982.94986.41586.4158
Modell 2890.98720.57150.14251.99021.64270.8663.61031.3072
Modell 2900.8790.83880.54194.68143.05511.97676.77663.9867
Modell 2910.97970.60010.17352.01791.72390.85363.86231.384
Modell 2920.90330.89150.89158.02933.93583.93588.02938.0293
Modell 2930.98360.58280.1582.04081.68370.86153.72421.3464
Modell 2940.98420.70810.15222.01152.05580.84064.86591.3171
Modell 2950.98840.56250.14721.85661.62140.83353.54851.2955
Modell 2960.98890.70970.16562.14012.1740.90974.95931.4457
Modell 2970.98420.67790.18232.36911.9861.02674.48981.7883
Modell 2980.98450.59840.59844.4351.69971.69973.74063.7406
Modell 2990.91760.77010.77015.96612.29232.29235.27175.2717