Image Classification
timm
PyTorch
Safetensors
vision-transformer
mlp-mixer
gravitational-lensing
strong-lensing
astronomy
astrophysics
Eval Results (legacy)
Instructions to use parlange/mlp-mixer-gravit-s1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- timm
How to use parlange/mlp-mixer-gravit-s1 with timm:
import timm model = timm.create_model("hf_hub:parlange/mlp-mixer-gravit-s1", pretrained=True) - Notebooks
- Google Colab
- Kaggle
| epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1 | |
| 1,0.6544546210497522,0.6243249592781067,0.5967309753483387,0.633,0.6456784419447,0.7436239999999998,0.6180978481526593,0.6989335520918786 | |
| 2,0.5774492425550601,0.5946828660964966,0.6892818863879957,0.673,0.7724835351164692,0.7794760000000001,0.6999275437325329,0.7290803645401823 | |
| 3,0.5471675624418105,0.5676549463272095,0.7120846730975349,0.707,0.7994504252782058,0.793622,0.7181491488078063,0.7395555555555555 | |
| 4,0.524358085727385,0.5560270500183105,0.7289389067524116,0.718,0.8200983872283281,0.803272,0.7326355851569933,0.7504424778761062 | |
| 5,0.512711515438135,0.5443842811584473,0.7372722400857449,0.723,0.8272667919985204,0.8138479999999999,0.7392911271238267,0.7550839964633068 | |
| 6,0.5043214476376868,0.5300772590637207,0.7457663451232583,0.731,0.8334097731275181,0.818584,0.7499077442142443,0.752073732718894 | |
| 7,0.4911774277303763,0.5206050333976746,0.7541532690246516,0.739,0.8436660730348114,0.8269839999999999,0.7574868501044062,0.7616438356164383 | |
| 8,0.4869340033776507,0.5181355681419373,0.7546623794212218,0.744,0.8456796524711971,0.832354,0.7565929391748192,0.7706093189964157 | |
| 9,0.4862030316970739,0.5115499753952026,0.7576902465166131,0.747,0.8452754888344367,0.839388,0.7605581592395477,0.77390527256479 | |
| 10,0.48146915692608455,0.501995998620987,0.7609056806002144,0.755,0.8488940497812149,0.840596,0.7638855812230425,0.7737765466297323 | |
| 11,0.4760993009594859,0.49514642667770387,0.7655144694533762,0.76,0.8525502145920282,0.84485,0.7680686968275423,0.7761194029850746 | |
| 12,0.46918010502766183,0.49437623929977415,0.7664790996784566,0.76,0.8572661070386876,0.848656,0.7689493358784697,0.7806215722120659 | |
| 13,0.470799615375482,0.490332245349884,0.767416934619507,0.768,0.8563680284874364,0.852076,0.7692103164052114,0.7883211678832117 | |
| 14,0.4661044239806209,0.4804085183143616,0.769989281886388,0.773,0.858743401697207,0.853228,0.773269941891178,0.7823585810162992 | |
| 15,0.4650855429302841,0.4761317400932312,0.7712218649517685,0.776,0.8591616508077644,0.859156,0.7736959287531806,0.7910447761194029 | |
| 16,0.46557128553988464,0.47637765264511106,0.7690246516613076,0.773,0.8583907120021046,0.862278,0.7708300101026213,0.7915518824609734 | |
| 17,0.4618811899059455,0.47499682784080505,0.772481243301179,0.773,0.8612491628268708,0.865826,0.774744661095636,0.7934485896269335 | |
| 18,0.4582952423877655,0.4621246318817139,0.7756698821007503,0.78,0.8645579050970202,0.8691040000000001,0.7774942858661564,0.794392523364486 | |
| 19,0.4595431208610535,0.46138669872283933,0.7782154340836013,0.782,0.8637659579845351,0.871594,0.7807359135341334,0.7981481481481482 | |
| 20,0.4555937727931228,0.45836260414123536,0.7755359056806003,0.782,0.8657830196590652,0.8740960000000001,0.7779456593770709,0.7981481481481482 | |
| 21,0.457610133836507,0.4486783564090729,0.7771436227224009,0.792,0.8639126068795815,0.8756279999999999,0.7800724541872702,0.8 | |
| 22,0.4537225755464609,0.45514305210113526,0.7787513397642015,0.783,0.8663618695928381,0.8794660000000001,0.7815203873733231,0.8010999083409716 | |
| 23,0.45304113722307504,0.45071755623817444,0.7814576634512326,0.785,0.8671860643845012,0.8805719999999999,0.7839012241004716,0.801477377654663 | |
| 24,0.45536809833870057,0.44744697618484497,0.7773579849946409,0.79,0.8651732072432852,0.880434,0.7801561053049345,0.8051948051948052 | |
| 25,0.45507795918026156,0.44297013521194456,0.7802250803858521,0.792,0.8656951495079201,0.8805419999999999,0.7826939381093684,0.8034026465028355 | |
| 26,0.4494112452893395,0.4490166902542114,0.7831725616291533,0.788,0.8696884868734699,0.882358,0.7859032701873214,0.8051470588235294 | |
| 27,0.45131870136383645,0.4438376431465149,0.782395498392283,0.791,0.8683752637885143,0.8852699999999999,0.7845031179514396,0.8073732718894009 | |
| 28,0.4519878722272119,0.441646125793457,0.7816988210075027,0.789,0.8680783717542668,0.886718,0.7845336013329455,0.8051708217913204 | |
| 29,0.45105721684130823,0.4412956178188324,0.7819667738478028,0.787,0.8688434388602269,0.887236,0.7839294723704825,0.8033240997229917 | |
| 30,0.45322277089790514,0.4336301763057709,0.7803590568060021,0.799,0.8667304052664652,0.888604,0.7831653572467794,0.8112676056338028 | |
| 31,0.4472840472432961,0.43088002014160154,0.7822883172561629,0.798,0.8713522600515343,0.8915000000000001,0.784739700622599,0.8108614232209738 | |
| 32,0.45033084307452875,0.43012815999984744,0.7819399785637727,0.798,0.8692746375887577,0.892026,0.7839545502814059,0.8108614232209738 | |
| 33,0.44815871633134086,0.43201907706260684,0.7834941050375134,0.796,0.870096366812217,0.893904,0.786039614447622,0.8121546961325967 | |
| 34,0.4467138078051748,0.4285776243209839,0.7855305466237942,0.796,0.8716746277092531,0.8942319999999999,0.787872362981024,0.8107606679035251 | |
| 35,0.44309128588035557,0.4250722246170044,0.7860664523043944,0.8,0.8731009294775696,0.896204,0.7881441384068354,0.8141263940520446 | |
| 36,0.44567201712507143,0.4266969449520111,0.7861468381564845,0.798,0.8719576108945661,0.8967320000000001,0.788487530808576,0.8136531365313653 | |
| 37,0.44185003778175524,0.42288601517677304,0.7863879957127545,0.803,0.8742574073308221,0.8974199999999999,0.788776429442001,0.8167441860465117 | |
| 38,0.44547730826104953,0.42073229217529295,0.7862540192926045,0.807,0.8719042242348841,0.8979940000000001,0.7889291667769164,0.8197945845004668 | |
| 39,0.4449227477959881,0.42274031591415406,0.784887459807074,0.802,0.872159116887175,0.8986719999999999,0.7874728649335522,0.8163265306122449 | |
| 40,0.4466120240772652,0.41911978721618653,0.7856109324758842,0.806,0.8714815279113234,0.900298,0.7883053313930414,0.8190298507462687 | |
| 41,0.44852321937536505,0.4160248923301697,0.7844587352625938,0.813,0.8703454437678133,0.901028,0.7867896522476675,0.8244131455399061 | |
| 42,0.4402719008960908,0.41054312920570374,0.789844587352626,0.815,0.8757659760778138,0.9026780000000001,0.792507738299955,0.8239771646051379 | |
| 43,0.4425976159871583,0.4103287560939789,0.7911575562700964,0.811,0.8747322036809195,0.902156,0.7932845321451305,0.8201712654614652 | |
| 44,0.44441044989889456,0.413594539642334,0.7890407288317256,0.812,0.8733012522271965,0.9018999999999999,0.7915375857229857,0.8236397748592871 | |
| 45,0.4458318364198568,0.4180488305091858,0.7871650589496249,0.803,0.871838288594112,0.9026879999999999,0.7893382840472086,0.8177613320999075 | |
| 46,0.4454515302296237,0.41594826555252074,0.7871918542336549,0.804,0.8724236305685655,0.9035879999999998,0.7898830625959046,0.8181818181818182 | |
| 47,0.44197348201006553,0.4115628683567047,0.7886120042872454,0.812,0.8748505437748209,0.9031859999999999,0.790448110075172,0.8229755178907722 | |
| 48,0.44587482654780053,0.4103575863838196,0.785021436227224,0.81,0.8714119104319527,0.9055019999999999,0.7867527842011536,0.8220973782771536 | |
| 49,0.44299658214930937,0.4070863208770752,0.7891211146838156,0.815,0.8739389053164371,0.904456,0.7914126689636893,0.8233046800382043 | |
| 50,0.43902832752638693,0.4082182276248932,0.7909967845659164,0.813,0.8765598531400167,0.905782,0.7925200829919669,0.8247422680412371 | |
| 51,0.44287730242661727,0.40835888838768003,0.7891747052518757,0.816,0.8743664049746751,0.904934,0.7915209326974033,0.8260869565217391 | |
| 52,0.4443134557779196,0.40942880606651305,0.7871650589496249,0.806,0.8726317793791765,0.907578,0.7890137328339576,0.8197026022304833 | |
| 53,0.43901783009434053,0.4027172875404358,0.7927920685959271,0.822,0.8774653370117256,0.907814,0.7955044294592093,0.8301526717557252 | |
| 54,0.43779527866955353,0.40702701592445373,0.7911575562700964,0.811,0.8774665274345799,0.908898,0.7929990438754914,0.8238583410997204 | |
| 55,0.44204769931805477,0.40463821959495544,0.787513397642015,0.813,0.874189095152265,0.9096080000000001,0.7900338911247617,0.8253968253968254 | |
| 56,0.4423315236614448,0.4089893622398377,0.7913719185423366,0.801,0.8750116586769046,0.910822,0.7936171340719927,0.8172635445362718 | |
| 57,0.4388165408775354,0.4022690830230713,0.7948285101822079,0.815,0.8775087235450418,0.9106540000000001,0.7968372734750192,0.8266166822867854 | |
| 58,0.4385410904884338,0.40256140303611754,0.7931939978563772,0.814,0.8775273409543372,0.9106,0.795917288063885,0.8261682242990654 | |
| 59,0.43978320540339233,0.40207214331626895,0.7914523043944266,0.812,0.8765282617011818,0.911288,0.7931978211770958,0.8249534450651769 | |
| 60,0.44155452665408707,0.3997342529296875,0.7877813504823151,0.821,0.8741745817580693,0.9106960000000001,0.7906091370558376,0.8306527909176916 | |
| 61,0.4385596436319627,0.39963364171981813,0.7916398713826367,0.818,0.8768356306053264,0.910744,0.7933124235819468,0.8283018867924529 | |
| 62,0.4353485702893358,0.4020135111808777,0.795150053590568,0.809,0.8795775176366387,0.91242,0.7966484904907567,0.8226555246053854 | |
| 63,0.44046622825205517,0.4008274190425873,0.7907556270096463,0.81,0.875993593830594,0.9138920000000001,0.7925510719124406,0.8237476808905381 | |
| 64,0.440319566903007,0.39580751228332517,0.7919078242229368,0.818,0.8758895775822555,0.91425,0.7941145281018027,0.8292682926829268 | |
| 65,0.43937137943372084,0.3971433849334717,0.7889067524115756,0.816,0.8758165913067252,0.914094,0.7904452838218865,0.8280373831775701 | |
| 66,0.4356904701212978,0.39585533690452573,0.7932207931404073,0.823,0.8786375172460538,0.9129839999999999,0.7952235637521561,0.8319088319088319 | |
| 67,0.4430748992985851,0.39416132164001466,0.7912647374062165,0.824,0.8747282762906826,0.913784,0.7939153439153439,0.8326996197718631 | |
| 68,0.440275035103801,0.39553934144973757,0.7902733118971061,0.823,0.8758250736080525,0.914404,0.7925688389473405,0.8331762488218661 | |
| 69,0.4394119332074352,0.3923070549964905,0.7912111468381565,0.829,0.8764377665886645,0.914142,0.7936659252197861,0.8363636363636363 | |
| 70,0.4384279564837551,0.3945018155574799,0.792497320471597,0.825,0.8773573502939153,0.9140639999999999,0.7949261162014724,0.8344370860927153 | |
| 71,0.44291584771545756,0.39437294769287107,0.790058949624866,0.826,0.8749064448258392,0.9126839999999999,0.7922136473333864,0.8336520076481836 | |
| 72,0.4372274545802947,0.39403372406959536,0.7953108252947482,0.825,0.8784799822283798,0.914172,0.797271834611608,0.8338081671415005 | |
| 73,0.43745886112332727,0.3932415368556976,0.7953912111468382,0.827,0.8777229422198327,0.9138020000000001,0.7979252672806182,0.8353948620361561 | |
| 74,0.4369899682293368,0.39758849334716795,0.7937566988210075,0.814,0.8782615159410401,0.9140139999999999,0.7953633052402095,0.8264925373134329 | |
| 75,0.44239164753742155,0.3986278643608093,0.7902465166130761,0.811,0.8746136596786404,0.914508,0.7921512399766343,0.8245125348189415 | |
| 76,0.4400014506275631,0.39653375959396364,0.7912379421221865,0.817,0.876220041264163,0.914426,0.7949467035136202,0.8284910965323337 | |
| 77,0.4344274365250321,0.39522502112388613,0.7935959271168275,0.821,0.879986206029025,0.9144259999999999,0.7961899722185475,0.8316086547507056 | |
| 78,0.43776995451504014,0.3957762427330017,0.795016077170418,0.819,0.8779167370294167,0.91457,0.7972328244274809,0.8300469483568075 | |
| 79,0.43837562901030785,0.3955667052268982,0.7931136120042872,0.819,0.877494943933812,0.9147579999999998,0.7951935064590573,0.8300469483568075 | |
| 80,0.43607792488248404,0.3952005157470703,0.7929528403001072,0.821,0.8786652731970193,0.9143579999999999,0.7950995730688658,0.8316086547507056 | |
| 81,0.4384314445820652,0.3945889070034027,0.7963022508038585,0.825,0.878350435789539,0.914444,0.7986438523070403,0.8347497639282342 | |
| 82,0.44080858629232816,0.39449261474609376,0.792309753483387,0.823,0.8760728280311411,0.91459,0.7939933554817276,0.8331762488218661 | |
| 83,0.4360185901643379,0.3946917834281921,0.7945873526259378,0.823,0.8786832573415633,0.914656,0.7964094120146598,0.8331762488218661 | |
| 84,0.44166123575719607,0.39478035950660706,0.7916130760986066,0.821,0.8753311055625057,0.914736,0.7937299419144365,0.8316086547507056 | |
| 85,0.4377532553442805,0.3950513212680817,0.7934887459807074,0.821,0.8776284579701754,0.9147200000000001,0.7951410116690146,0.8316086547507056 | |
| 86,0.4388657041301298,0.3952587466239929,0.7930332261521972,0.82,0.8772209729244138,0.9148040000000001,0.794749149659864,0.8308270676691729 | |
| 87,0.43999113595754,0.3954492149353027,0.7904876741693462,0.82,0.8757676087808117,0.914798,0.7924948913245402,0.8308270676691729 | |
| 88,0.4359686303368719,0.395592339515686,0.7928188638799571,0.82,0.8787333211562696,0.914798,0.7949506735971147,0.8308270676691729 | |
| 89,0.43707621687861503,0.39524992990493774,0.7935691318327974,0.82,0.8778189543463502,0.914782,0.7966101694915254,0.8308270676691729 | |