Add inat21

app.py

@@ -285,7 +285,9 @@ def app() -> None:
                     * CPU: AMD Ryzen Threadripper PRO 7975WX
                     * PyTorch version: 2.8.0+cu128
 
-                    ### Dataset Information
+                    ### Datasets Information
+
+                    #### Birder Datasets
 
                     | Name                | Training samples | Validation samples | Classes     |
                     |---------------------|------------------|--------------------|-------------|
@@ -294,6 +296,12 @@ def app() -> None:
                     | il-all              | 462,429          | 18,622             | 550         |
                     | il-common           | 330,880          | 15,816             | 371         |
                     | danube-delta        | 325,998          | 13,421             | 368         |
+
+                    #### Public Datasets
+
+                    | Name                | Training samples | Validation samples | Classes     |
+                    |---------------------|------------------|--------------------|-------------|
+                    | iNaturalist 2021    | 2,686,843        | 100,000            | 10,000      |
                     """
                 )
 

results_inat21.csv

@@ -0,0 +1,49 @@
+Model name,Model type,Accuracy,Top-3 accuracy,Macro F1-score,Samples,Mistakes,Resolution,Intermediate,MIM,Distilled,Self-supervised learning,ms / sample,Parameters (M),Samples / sec,Peak GPU memory (MB),device,max_batch_size,compile,amp,single_thread,torch_version
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,41.97851109887577,41.638864,23.821711962213474,,cpu,1,false,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,349.0826891292818,41.638864,2.864650786592436,,cpu,1,false,false,true,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,40.0174437277019,41.638864,24.989102422545653,,cpu,1,true,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,28.963833395391703,41.638864,34.52581660544647,,cpu,1,true,true,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,2.1533352876819363,41.638864,464.39586334764397,,cuda,512,false,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,1.8752523508222414,41.638864,533.2615632032298,,cuda,512,true,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,0.8980695663679701,41.638864,1113.4994853953947,,cuda,512,true,true,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.88641,0.95558,0.8857944914148018,100000,11359,384,false,false,false,true,,41.638864,,217.798828125,cuda,1,false,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,24.612613067600048,41.638864,40.629574651559295,,cpu,1,false,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,149.95543285971507,41.638864,6.668648017144606,,cpu,1,false,false,true,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,26.290001015489302,41.638864,38.03727506175558,,cpu,1,true,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,21.339687078984248,41.638864,46.86104328984374,,cpu,1,true,true,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,0.8698701623719293,41.638864,1149.596851641902,,cuda,512,false,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,0.7497407208211371,41.638864,1333.7944335006532,,cuda,512,true,false,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,0.3915096470943051,41.638864,2554.2154769921276,,cuda,512,true,true,false,2.8.0+cu128
+hieradet small (ssl),HieraDet,0.85517,0.93792,0.85448291413794,100000,14483,256,false,false,false,true,,41.638864,,191.548828125,cuda,1,false,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,67.48033916215515,93.40264,14.81913120793601,,cpu,1,false,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,880.6310456409119,93.40264,1.1355493369782494,,cpu,1,false,false,true,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,64.14042162450237,93.40264,15.590792431242587,,cpu,1,true,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,46.4727408444095,93.40264,21.51799058609422,,cpu,1,true,true,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,4.071446737722606,93.40264,245.61293918813675,,cuda,512,false,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,3.1513345776814576,93.40264,317.3258742763307,,cuda,512,true,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,1.452168276497711,93.40264,688.6254273587117,,cuda,512,true,true,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.90006,0.96284,0.8995700852415531,100000,9994,336,false,false,false,true,,93.40264,,391.41748046875,cuda,1,false,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,39.30086934240535,93.40264,25.4447297663466,,cpu,1,false,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,375.53735286928713,93.40264,2.662850958392064,,cpu,1,false,false,true,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,35.61511766010275,93.40264,28.077964238209823,,cpu,1,true,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,29.752850531238234,93.40264,33.61022497491714,,cpu,1,true,true,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,1.6556297101033124,93.40264,603.9997916790219,,cuda,512,false,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,1.228417860453798,93.40264,814.0552430836387,,cuda,512,true,false,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,0.6192724397533311,93.40264,1614.7981660516339,,cuda,512,true,true,false,2.8.0+cu128
+rope vit reg4 b14 (ssl),RoPE ViT,0.87149,0.94696,0.8710637772256629,100000,12851,224,false,false,false,true,,93.40264,,375.28369140625,cuda,1,false,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,39.549936279913204,43.445008,25.28449079974585,,cpu,1,false,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,435.128717769403,43.445008,2.2981705393436047,,cpu,1,false,false,true,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,38.16534912549994,43.445008,26.20177786692527,,cpu,1,true,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,25.49956706223182,43.445008,39.216352087841145,,cpu,1,true,true,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,2.007244373410989,43.445008,498.19544308930404,,cuda,512,false,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,1.668205036470075,43.445008,599.4466975810132,,cuda,512,true,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,0.8242028050669129,43.445008,1213.2936139653334,,cuda,512,true,true,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.86847,0.94603,0.8678640992889252,100000,13153,384,false,false,false,true,,43.445008,,196.23779296875,cuda,1,false,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,23.972894748828065,43.445008,41.7137776008,,cpu,1,false,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,177.64551525935528,43.445008,5.629187984509715,,cpu,1,false,false,true,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,21.991291347787612,43.445008,45.47254566297231,,cpu,1,true,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,16.70169877095355,43.445008,59.87414895418492,,cpu,1,true,true,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,0.7905684179968374,43.445008,1264.9126593417755,,cuda,512,false,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,0.6245208858217666,43.445008,1601.2274732560222,,cuda,512,true,false,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,0.36317638531121094,43.445008,2753.482991861065,,cuda,512,true,true,false,2.8.0+cu128
+vit reg4 m16 rms avg (ssl),ViT,0.83395,0.92571,0.8330593346943685,100000,16605,256,false,false,false,true,,43.445008,,183.78466796875,cuda,1,false,false,false,2.8.0+cu128