Semasia
Collection
Large-scale dataset of latent embeddings from ~1700 pretrained vision models across 8 image benchmarks. Enables studying latent geometry, benchmarking • 9 items • Updated
model_name large_stringlengths 10 56 | family large_stringclasses 98
values | macro_family large_stringclasses 7
values | model_version large_stringclasses 37
values | size large_stringclasses 83
values | depth_code large_stringclasses 43
values | width_code large_stringclasses 44
values | patch_size int64 4 32 ⌀ | input_resolution int64 160 1.02k ⌀ | window_size int64 7 16 ⌀ | stride_code large_stringclasses 11
values | head_type large_stringclasses 3
values | num_registers int64 1 4 ⌀ | positional_encoding large_stringclasses 7
values | activation large_stringclasses 1
value | pe_scope large_stringclasses 3
values | is_distilled bool 2
classes | is_pruned bool 2
classes | is_legacy bool 2
classes | is_gap bool 2
classes | uses_rmlp bool 2
classes | uses_rw bool 2
classes | uses_cr bool 2
classes | uses_ns bool 2
classes | uses_abswin bool 2
classes | uses_quickgelu bool 2
classes | uses_ts bool 2
classes | uses_aa bool 2
classes | num_parameters int64 272k 6.72B | latent_dim int64 64 10.4k | pretrain_config large_stringclasses 294
values | pretrain_org large_stringclasses 44
values | pretrain_dataset large_stringclasses 33
values | pretrain_dataset_size large_stringclasses 6
values | pretrain_method large_stringclasses 19
values | pretrain_ft large_stringclasses 3
values | pretrain_resolution int64 160 1.02k ⌀ | pretrain_ft_resolution int64 288 512 ⌀ | pretrain_epochs int64 32 3.6k ⌀ | pretrain_tokens large_stringclasses 2
values | pretrain_aug large_stringclasses 5
values | pretrain_i18n bool 2
classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
aimv2_1b_patch14_224.apple_pt | AIMv2 | Vision Transformer | v2 | 1B | null | null | 14 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 1,234,958,336 | 2,048 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_1b_patch14_336.apple_pt | AIMv2 | Vision Transformer | v2 | 1B | null | null | 14 | 336 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 1,235,613,696 | 2,048 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_1b_patch14_448.apple_pt | AIMv2 | Vision Transformer | v2 | 1B | null | null | 14 | 448 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 1,236,531,200 | 2,048 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_3b_patch14_224.apple_pt | AIMv2 | Vision Transformer | v2 | 3B | null | null | 14 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 2,720,658,432 | 3,072 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_3b_patch14_336.apple_pt | AIMv2 | Vision Transformer | v2 | 3B | null | null | 14 | 336 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 2,721,641,472 | 3,072 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_3b_patch14_448.apple_pt | AIMv2 | Vision Transformer | v2 | 3B | null | null | 14 | 448 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 2,723,017,728 | 3,072 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_huge_patch14_224.apple_pt | AIMv2 | Vision Transformer | v2 | Huge | null | null | 14 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 680,851,968 | 1,536 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_huge_patch14_336.apple_pt | AIMv2 | Vision Transformer | v2 | Huge | null | null | 14 | 336 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 681,343,488 | 1,536 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_huge_patch14_448.apple_pt | AIMv2 | Vision Transformer | v2 | Huge | null | null | 14 | 448 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 682,031,616 | 1,536 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_large_patch14_224.apple_pt | AIMv2 | Vision Transformer | v2 | Large | null | null | 14 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 309,197,824 | 1,024 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_large_patch14_224.apple_pt_dist | AIMv2 | Vision Transformer | v2 | Large | null | null | 14 | 224 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 309,197,824 | 1,024 | apple_pt_dist | Apple | null | null | Distillation | null | null | null | null | null | null | false |
aimv2_large_patch14_336.apple_pt | AIMv2 | Vision Transformer | v2 | Large | null | null | 14 | 336 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 309,525,504 | 1,024 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
aimv2_large_patch14_336.apple_pt_dist | AIMv2 | Vision Transformer | v2 | Large | null | null | 14 | 336 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 309,525,504 | 1,024 | apple_pt_dist | Apple | null | null | Distillation | null | null | null | null | null | null | false |
aimv2_large_patch14_448.apple_pt | AIMv2 | Vision Transformer | v2 | Large | null | null | 14 | 448 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 309,984,256 | 1,024 | apple_pt | Apple | null | null | Autoregressive | null | null | null | null | null | null | false |
bat_resnext26ts.ch_in1k | ResNeXt | Convolutional | BAT | null | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | true | false | 10,731,200 | 2,048 | ch_in1k | Chris Ha | ImageNet-1K | null | null | null | null | null | null | null | null | false |
beit3_base_patch16_224.in22k_ft_in1k | BEiT | Vision Transformer | v3 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 86,659,816 | 768 | in22k_ft_in1k | null | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
beit3_base_patch16_224.indomain_in22k_ft_in1k | BEiT | Vision Transformer | v3 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 86,659,816 | 768 | indomain_in22k_ft_in1k | null | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
beit3_base_patch16_224.indomain_pt | BEiT | Vision Transformer | v3 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 85,890,816 | 768 | indomain_pt | null | null | null | Pretraining | null | null | null | null | null | null | false |
beit3_base_patch16_224.pt | BEiT | Vision Transformer | v3 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 85,890,816 | 768 | pt | null | null | null | Pretraining | null | null | null | null | null | null | false |
beit3_large_patch16_224.in22k_ft_in1k | BEiT | Vision Transformer | v3 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 304,572,392 | 1,024 | in22k_ft_in1k | null | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
beit3_large_patch16_224.indomain_in22k_ft_in1k | BEiT | Vision Transformer | v3 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 304,572,392 | 1,024 | indomain_in22k_ft_in1k | null | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
beit3_large_patch16_224.indomain_pt | BEiT | Vision Transformer | v3 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 303,547,392 | 1,024 | indomain_pt | null | null | null | Pretraining | null | null | null | null | null | null | false |
beit3_large_patch16_224.pt | BEiT | Vision Transformer | v3 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 303,547,392 | 1,024 | pt | null | null | null | Pretraining | null | null | null | null | null | null | false |
beit_base_patch16_224.in22k_ft_in22k | BEiT | Vision Transformer | null | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 102,557,713 | 768 | in22k_ft_in22k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beit_base_patch16_224.in22k_ft_in22k_in1k | BEiT | Vision Transformer | null | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 86,530,984 | 768 | in22k_ft_in22k_in1k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beit_base_patch16_384.in22k_ft_in22k_in1k | BEiT | Vision Transformer | null | Base | null | null | 16 | 384 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 86,744,104 | 768 | in22k_ft_in22k_in1k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beit_large_patch16_224.in22k_ft_in22k | BEiT | Vision Transformer | null | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 325,792,593 | 1,024 | in22k_ft_in22k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beit_large_patch16_224.in22k_ft_in22k_in1k | BEiT | Vision Transformer | null | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 304,430,568 | 1,024 | in22k_ft_in22k_in1k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beit_large_patch16_384.in22k_ft_in22k_in1k | BEiT | Vision Transformer | null | Large | null | null | 16 | 384 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 304,998,888 | 1,024 | in22k_ft_in22k_in1k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beit_large_patch16_512.in22k_ft_in22k_in1k | BEiT | Vision Transformer | null | Large | null | null | 16 | 512 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 305,674,728 | 1,024 | in22k_ft_in22k_in1k | null | ImageNet-22K | null | null | ImageNet-22K | null | null | null | null | null | false |
beitv2_base_patch16_224.in1k_ft_in1k | BEiT | Vision Transformer | v2 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 86,530,984 | 768 | in1k_ft_in1k | null | ImageNet-1K | null | null | ImageNet-1K | null | null | null | null | null | false |
beitv2_base_patch16_224.in1k_ft_in22k | BEiT | Vision Transformer | v2 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 102,557,713 | 768 | in1k_ft_in22k | null | ImageNet-1K | null | null | ImageNet-22K | null | null | null | null | null | false |
beitv2_base_patch16_224.in1k_ft_in22k_in1k | BEiT | Vision Transformer | v2 | Base | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 86,530,984 | 768 | in1k_ft_in22k_in1k | null | ImageNet-1K | null | null | ImageNet-22K | null | null | null | null | null | false |
beitv2_large_patch16_224.in1k_ft_in1k | BEiT | Vision Transformer | v2 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 304,430,568 | 1,024 | in1k_ft_in1k | null | ImageNet-1K | null | null | ImageNet-1K | null | null | null | null | null | false |
beitv2_large_patch16_224.in1k_ft_in22k | BEiT | Vision Transformer | v2 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 325,792,593 | 1,024 | in1k_ft_in22k | null | ImageNet-1K | null | null | ImageNet-22K | null | null | null | null | null | false |
beitv2_large_patch16_224.in1k_ft_in22k_in1k | BEiT | Vision Transformer | v2 | Large | null | null | 16 | 224 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 304,430,568 | 1,024 | in1k_ft_in22k_in1k | null | ImageNet-1K | null | null | ImageNet-22K | null | null | null | null | null | false |
botnet26t_256.c1_in1k | BotNet | Hybrid CNN-Transformer | null | null | null | null | null | 256 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 12,488,672 | 2,048 | c1_in1k | timm C1 recipe | ImageNet-1K | null | null | null | null | null | null | null | null | false |
caformer_b36.sail_in1k | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 98,753,614 | 768 | sail_in1k | SAIL | ImageNet-1K | null | null | null | null | null | null | null | null | false |
caformer_b36.sail_in1k_384 | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 98,753,614 | 768 | sail_in1k_384 | SAIL | ImageNet-1K | null | null | null | 384 | null | null | null | null | false |
caformer_b36.sail_in22k | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 162,798,007 | 768 | sail_in22k | SAIL | ImageNet-22K | null | null | null | null | null | null | null | null | false |
caformer_b36.sail_in22k_ft_in1k | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 98,753,614 | 768 | sail_in22k_ft_in1k | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
caformer_b36.sail_in22k_ft_in1k_384 | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 98,753,614 | 768 | sail_in22k_ft_in1k_384 | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | 384 | null | null | null | false |
caformer_m36.sail_in1k | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 56,204,878 | 576 | sail_in1k | SAIL | ImageNet-1K | null | null | null | null | null | null | null | null | false |
caformer_m36.sail_in1k_384 | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 56,204,878 | 576 | sail_in1k_384 | SAIL | ImageNet-1K | null | null | null | 384 | null | null | null | null | false |
caformer_m36.sail_in22k | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 104,243,383 | 576 | sail_in22k | SAIL | ImageNet-22K | null | null | null | null | null | null | null | null | false |
caformer_m36.sail_in22k_ft_in1k | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 56,204,878 | 576 | sail_in22k_ft_in1k | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
caformer_m36.sail_in22k_ft_in1k_384 | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 56,204,878 | 576 | sail_in22k_ft_in1k_384 | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | 384 | null | null | null | false |
caformer_s18.sail_in1k | MetaFormer | MetaFormer | null | S18 | null | null | null | null | null | s18 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 26,341,656 | 512 | sail_in1k | SAIL | ImageNet-1K | null | null | null | null | null | null | null | null | false |
caformer_s18.sail_in1k_384 | MetaFormer | MetaFormer | null | S18 | null | null | null | null | null | s18 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 26,341,656 | 512 | sail_in1k_384 | SAIL | ImageNet-1K | null | null | null | 384 | null | null | null | null | false |
caformer_s18.sail_in22k | MetaFormer | MetaFormer | null | S18 | null | null | null | null | null | s18 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 69,044,865 | 512 | sail_in22k | SAIL | ImageNet-22K | null | null | null | null | null | null | null | null | false |
caformer_s18.sail_in22k_ft_in1k | MetaFormer | MetaFormer | null | S18 | null | null | null | null | null | s18 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 26,341,656 | 512 | sail_in22k_ft_in1k | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
caformer_s18.sail_in22k_ft_in1k_384 | MetaFormer | MetaFormer | null | S18 | null | null | null | null | null | s18 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 26,341,656 | 512 | sail_in22k_ft_in1k_384 | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | 384 | null | null | null | false |
caformer_s36.sail_in1k | MetaFormer | MetaFormer | null | S36 | null | null | null | null | null | s36 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 39,297,102 | 512 | sail_in1k | SAIL | ImageNet-1K | null | null | null | null | null | null | null | null | false |
caformer_s36.sail_in1k_384 | MetaFormer | MetaFormer | null | S36 | null | null | null | null | null | s36 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 39,297,102 | 512 | sail_in1k_384 | SAIL | ImageNet-1K | null | null | null | 384 | null | null | null | null | false |
caformer_s36.sail_in22k | MetaFormer | MetaFormer | null | S36 | null | null | null | null | null | s36 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 82,000,311 | 512 | sail_in22k | SAIL | ImageNet-22K | null | null | null | null | null | null | null | null | false |
caformer_s36.sail_in22k_ft_in1k | MetaFormer | MetaFormer | null | S36 | null | null | null | null | null | s36 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 39,297,102 | 512 | sail_in22k_ft_in1k | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
caformer_s36.sail_in22k_ft_in1k_384 | MetaFormer | MetaFormer | null | S36 | null | null | null | null | null | s36 | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 39,297,102 | 512 | sail_in22k_ft_in1k_384 | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | 384 | null | null | null | false |
cait_m36_384.fb_dist_in1k | CaiT | Vision Transformer | null | M36 | null | null | null | 384 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 271,221,352 | 768 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_m48_448.fb_dist_in1k | CaiT | Vision Transformer | null | M48 | null | null | null | 448 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 356,460,520 | 768 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_s24_224.fb_dist_in1k | CaiT | Vision Transformer | null | S24 | null | null | null | 224 | null | s24 | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 46,916,200 | 384 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_s24_384.fb_dist_in1k | CaiT | Vision Transformer | null | S24 | null | null | null | 384 | null | s24 | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 47,062,120 | 384 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_s36_384.fb_dist_in1k | CaiT | Vision Transformer | null | S36 | null | null | null | 384 | null | s36 | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 68,366,632 | 384 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_xs24_384.fb_dist_in1k | CaiT | Vision Transformer | null | null | null | null | null | 384 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 26,670,088 | 288 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_xxs24_224.fb_dist_in1k | CaiT | Vision Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 11,956,264 | 192 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_xxs24_384.fb_dist_in1k | CaiT | Vision Transformer | null | null | null | null | null | 384 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 12,029,224 | 192 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_xxs36_224.fb_dist_in1k | CaiT | Vision Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 17,299,720 | 192 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
cait_xxs36_384.fb_dist_in1k | CaiT | Vision Transformer | null | null | null | null | null | 384 | null | null | null | null | null | null | null | true | false | false | false | false | false | false | false | false | false | false | false | 17,372,680 | 192 | fb_dist_in1k | Meta | ImageNet-1K | null | Distillation | null | null | null | null | null | null | false |
coat_lite_medium.in1k | CoaT | Hybrid CNN-Transformer | null | Medium | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 44,571,048 | 512 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_lite_medium_384.in1k | CoaT | Hybrid CNN-Transformer | null | Medium | null | null | null | 384 | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 44,571,048 | 512 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_lite_mini.in1k | CoaT | Hybrid CNN-Transformer | null | Mini | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 11,011,560 | 512 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_lite_small.in1k | CoaT | Hybrid CNN-Transformer | null | Small | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 19,838,504 | 512 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_lite_tiny.in1k | CoaT | Hybrid CNN-Transformer | null | Tiny | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 5,721,960 | 320 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_mini.in1k | CoaT | Hybrid CNN-Transformer | null | Mini | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 10,337,004 | 216 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_small.in1k | CoaT | Hybrid CNN-Transformer | null | Small | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 21,693,908 | 320 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coat_tiny.in1k | CoaT | Hybrid CNN-Transformer | null | Tiny | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 5,498,540 | 152 | in1k | null | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_0_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 27,435,562 | 768 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_1_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 41,721,502 | 768 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_2_rw_224.sw_in12k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 84,959,925 | 1,024 | sw_in12k | Ross Wightman | ImageNet-12K | null | null | null | null | null | null | null | null | false |
coatnet_2_rw_224.sw_in12k_ft_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 73,868,400 | 1,024 | sw_in12k_ft_in1k | Ross Wightman | ImageNet-12K | null | null | ImageNet-1K | null | null | null | null | null | false |
coatnet_3_rw_224.sw_in12k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 181,805,305 | 1,536 | sw_in12k | Ross Wightman | ImageNet-12K | null | null | null | null | null | null | null | null | false |
coatnet_bn_0_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 27,435,562 | 768 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_nano_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | Nano | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 15,141,244 | 512 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_rmlp_1_rw2_224.sw_in12k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | false | false | false | false | false | false | false | 50,045,971 | 768 | sw_in12k | Ross Wightman | ImageNet-12K | null | null | null | null | null | null | null | null | false |
coatnet_rmlp_1_rw2_224.sw_in12k_ft_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | false | false | false | false | false | false | false | 41,724,622 | 768 | sw_in12k_ft_in1k | Ross Wightman | ImageNet-12K | null | null | ImageNet-1K | null | null | null | null | null | false |
coatnet_rmlp_1_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | true | false | false | false | false | false | false | 41,691,982 | 768 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_rmlp_2_rw_224.sw_in12k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | true | false | false | false | false | false | false | 84,972,789 | 1,024 | sw_in12k | Ross Wightman | ImageNet-12K | null | null | null | null | null | null | null | null | false |
coatnet_rmlp_2_rw_224.sw_in12k_ft_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | true | false | false | false | false | false | false | 73,881,264 | 1,024 | sw_in12k_ft_in1k | Ross Wightman | ImageNet-12K | null | null | ImageNet-1K | null | null | null | null | null | false |
coatnet_rmlp_2_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | true | false | false | false | false | false | false | 73,881,264 | 1,024 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnet_rmlp_2_rw_384.sw_in12k_ft_in1k | CoAtNet | Hybrid CNN-Transformer | null | null | null | null | null | 384 | null | null | null | null | null | null | null | false | false | false | false | true | true | false | false | false | false | false | false | 73,881,264 | 1,024 | sw_in12k_ft_in1k | Ross Wightman | ImageNet-12K | null | null | ImageNet-1K | null | null | null | null | null | false |
coatnet_rmlp_nano_rw_224.sw_in1k | CoAtNet | Hybrid CNN-Transformer | null | Nano | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | true | true | false | false | false | false | false | false | 15,145,116 | 512 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
coatnext_nano_rw_224.sw_in1k | CoAtNeXt | Hybrid CNN-Transformer | null | Nano | null | null | null | 224 | null | null | null | null | null | null | null | false | false | false | false | false | true | false | false | false | false | false | false | 14,701,244 | 512 | sw_in1k | Ross Wightman | ImageNet-1K | null | null | null | null | null | null | null | null | false |
convformer_b36.sail_in1k | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 99,882,616 | 768 | sail_in1k | SAIL | ImageNet-1K | null | null | null | null | null | null | null | null | false |
convformer_b36.sail_in1k_384 | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 99,882,616 | 768 | sail_in1k_384 | SAIL | ImageNet-1K | null | null | null | 384 | null | null | null | null | false |
convformer_b36.sail_in22k | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 163,927,009 | 768 | sail_in22k | SAIL | ImageNet-22K | null | null | null | null | null | null | null | null | false |
convformer_b36.sail_in22k_ft_in1k | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 99,882,616 | 768 | sail_in22k_ft_in1k | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
convformer_b36.sail_in22k_ft_in1k_384 | MetaFormer | MetaFormer | null | B36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 99,882,616 | 768 | sail_in22k_ft_in1k_384 | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | 384 | null | null | null | false |
convformer_m36.sail_in1k | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 57,051,640 | 576 | sail_in1k | SAIL | ImageNet-1K | null | null | null | null | null | null | null | null | false |
convformer_m36.sail_in1k_384 | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 57,051,640 | 576 | sail_in1k_384 | SAIL | ImageNet-1K | null | null | null | 384 | null | null | null | null | false |
convformer_m36.sail_in22k | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 105,090,145 | 576 | sail_in22k | SAIL | ImageNet-22K | null | null | null | null | null | null | null | null | false |
convformer_m36.sail_in22k_ft_in1k | MetaFormer | MetaFormer | null | M36 | null | null | null | null | null | null | null | null | null | null | null | false | false | false | false | false | false | false | false | false | false | false | false | 57,051,640 | 576 | sail_in22k_ft_in1k | SAIL | ImageNet-22K | null | null | ImageNet-1K | null | null | null | null | null | false |
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Timm Model Metadata Registry
This dataset contains a lookup table of metadata for all pretrained models available in the timm library.
Usage
from datasets import load_dataset
import polars as pl
ds = load_dataset("spaicom-lab/semasia-model-registry")
df = ds["train"].to_polars()
# Query by model name
model = df.filter(pl.col("model_name") == "vit_base_patch16_224")
# Filter by family
vit_models = df.filter(pl.col("family") == "ViT")
# Filter by parameter count
small_models = df.filter(pl.col("num_parameters") < 50_000_000)
Fields
| Field | Description |
|---|---|
| model_name | Full timm model identifier |
| family | Architecture family (e.g., ViT, ConvNeXt, ResNet) |
| model_version | Architecture generation (e.g., v2, v3) |
| size | Human-readable size label (e.g., Base, Large) |
| num_parameters | Total trainable parameters |
| latent_dim | Output embedding dimension |
| patch_size | ViT patch size in pixels (if applicable) |
| input_resolution | Native input resolution |
| pretrain_org | Organisation responsible for training |
| pretrain_dataset | Pretraining dataset |
| pretrain_method | Training objective (e.g., CLIP, MAE, DINO) |
| pretrain_ft | Fine-tuning dataset (if applicable) |
Notes
- Metadata is extracted using the
get_model_metadatafunction from the semantic-datasets library. - Some fields may be
Noneif they cannot be inferred from the model name. - Total number of models: 1699
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