tf_efficientnetv2_s.in21k_ft_in1k vs resnet-50

Specs, VRAM requirements and download trends — updated 10 November 2026.

timm · A · Open weights
Params
20 M
Context
—
30d
3.6 M
apache-2.0 · commercial OK
microsoft · B · Open weights
Params
30 M
Context
—
30d
212 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 3,649,958 211,700
Downloads all time 17.4 M 574.7 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 90 days (13 Aug – 10 Nov)

3.6 M212 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