HyperAI

Motion Forecasting On Argoverse Cvpr 2020

Métriques

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)

Résultats

Résultats de performance de divers modèles sur ce benchmark

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