tf_efficientnetv2_s.in21k_ft_in1k vs resnet-50

Specs, VRAM requirements and download trends — updated 21 September 2026.

timm · A
Params
20 M
Context
30d
1.8 M
apache-2.0 · commercial OK
microsoft · B
Params
30 M
Context
30d
542 K
apache-2.0 · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification tf_efficientnetv2_s.in21k_ft_in1k resnet-50
Parameters 20 M 30 M
Architecture ResNetForImageClassification
Context length
Licence apache-2.0 apache-2.0
Commercial use Allowed Allowed
Languages
Downloads 30d 1,785,036 542,017
Downloads all time 12.7 M 574.3 M
Quantizations on the Hub SAFETENSORS SAFETENSORS
Gated No No
First seen on the Hub 2022-12-13 2022-03-16

Download trend

Daily snapshots, last 56 days (28 Jul – 21 Sep)

2.4 M542 K
tf_efficientnetv2_s.in21k_ft_in1k resnet-50

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

tf_efficientnetv2_s.in21k_ft_in1k · fp16 0.6 GB / 24 GB
✅ Runs comfortably
resnet-50 · fp16 0.6 GB / 24 GB
✅ Runs comfortably

Adjacent comparisons