Model loading guide¶

This page documents how to load each model exported by rshf.

Discover repository IDs¶

When a model uses from_pretrained, pass a Hugging Face repository ID. You can find matching IDs in the curated collection with:

from rshf import list_models
list_models("satmae")

The underlying collection is: MVRL/remote-sensing-foundation-models-664e8fcd67d8ca8c03f42d00.

Per-model loading reference¶

Model	Import	Load
BioCLIP	`from rshf.bioclip import BioCLIP`	`model = BioCLIP()`
Climplicit	`from rshf.climplicit import Climplicit`	`model = Climplicit.from_pretrained("<hf-repo-id>")`
CLIP	`from rshf.clip import CLIPModel`	`model = CLIPModel.from_pretrained("<hf-repo-id>")`
CROMA	`from rshf.croma import CROMA`	`model = CROMA.from_pretrained("<hf-repo-id>")`
DinoV3 Sat	`from rshf.dinov3_sat import Dinov3_Sat`	`model = Dinov3_Sat.from_pretrained("<hf-repo-id>")`
GeoCLAP	`from rshf.geoclap import GeoCLAP`	`model = GeoCLAP.from_pretrained("<hf-repo-id>")`
GeoCLIP	`from rshf.geoclip import GeoCLIP`	`model = GeoCLIP.from_pretrained("<hf-repo-id>")`
Presto	`from rshf.presto import Presto`	`model = Presto.from_pretrained("<hf-repo-id>")`
Prithvi	`from rshf.prithvi import Prithvi`	`model = Prithvi.from_pretrained("<hf-repo-id>")`
ProM3E	`from rshf.prom3e import ProM3E`	`model = ProM3E.from_pretrained("<hf-repo-id>")`
RCME	`from rshf.rcme import RCME`	`model = RCME()`
RemoteCLIP	`from rshf.remoteclip import RemoteCLIP`	`model = RemoteCLIP("ViT-B-32")`
RVSA	`from rshf.rvsa import RVSA`	`model = RVSA.from_pretrained("<hf-repo-id>")`
Sat2Cap	`from rshf.sat2cap import Sat2Cap`	`model = Sat2Cap.from_pretrained("<hf-repo-id>")`
SatClip	`from rshf.satclip import SatClip`	`model = SatClip.from_pretrained("<hf-repo-id>")`
SatMAE	`from rshf.satmae import SatMAE`	`model = SatMAE.from_pretrained("MVRL/satmae-vitlarge-fmow-pretrain-800")`
SatMAE multi-spectral pretrain	`from rshf.satmae import SatMAE_Pre_MS`	`model = SatMAE_Pre_MS.from_pretrained("<hf-repo-id>")`
SatMAE multi-spectral finetune	`from rshf.satmae import SatMAE_Fine_MS`	`model = SatMAE_Fine_MS.from_pretrained("<hf-repo-id>")`
SatMAE++	`from rshf.satmaepp import SatMAEPP`	`model = SatMAEPP.from_pretrained("<hf-repo-id>")`
ScaleMAE	`from rshf.scalemae import ScaleMAE`	`model = ScaleMAE.from_pretrained("<hf-repo-id>")`
SenCLIP	`from rshf.senclip import SenCLIP`	`model = SenCLIP.from_pretrained("<hf-repo-id>")`
SINR	`from rshf.sinr import SINR`	`model = SINR.from_pretrained("<hf-repo-id>")`
StreetCLIP	`from rshf.streetclip import StreetCLIP`	`model = StreetCLIP.from_pretrained("<hf-repo-id>")`
TaxaBind	`from rshf.taxabind import TaxaBind`	`model = TaxaBind(config)`

Additional CLIP exports¶

The rshf.clip module also exports CLIPProcessor, CLIPTextModel, and CLIPVisionModel:

from rshf.clip import CLIPProcessor, CLIPTextModel, CLIPVisionModel

processor = CLIPProcessor.from_pretrained("<hf-repo-id>")
text_encoder = CLIPTextModel.from_pretrained("<hf-repo-id>")
vision_encoder = CLIPVisionModel.from_pretrained("<hf-repo-id>")