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Mars HiRISE DTM — LitData Streaming Dataset
Pre-processed Mars HiRISE orthoimage + DTM patches in LitData optimized streaming format.
Quick Start
from litdata import StreamingDataset
# Stream directly from HuggingFace — no full download needed
train_ds = StreamingDataset(input_dir="hf://datasets/SuperComputer/mars_hirise_dtm_raw-42e7c107a4f7c2d6/train")
val_ds = StreamingDataset(input_dir="hf://datasets/SuperComputer/mars_hirise_dtm_raw-42e7c107a4f7c2d6/val")
test_ds = StreamingDataset(input_dir="hf://datasets/SuperComputer/mars_hirise_dtm_raw-42e7c107a4f7c2d6/test")
sample = train_ds[0]
# Core Tensors
print(sample["elevation"].shape) # (1, H, W) float32
print(sample["bounds"].shape) # (4,) float32
print(sample["crs"]) # str
# Orthoimages (presence depends on config)
if "left_red" in sample:
print(sample["left_red"].shape) # (1, H, W) float32
if "left_irb" in sample:
print(sample["left_irb"].shape) # (3, H, W) float32
# Flattened Metadata
print(sample["dtm_product_id"]) # str
print(sample["left_obs_id"]) # str
print(sample["incidence_angle"]) # float32
Preprocessing Configuration
Config Hash: 42e7c107a4f7c2d6
This dataset was generated with the following pipeline parameters:
hirise:
root: /scratch/mars_hirise_dtm
include_ortho: true
ortho_type: RED
ortho_scale: null
download: false
reuse_cache: true
target: null
bbox:
- 60
- 0
- 90
- 30
sampler:
size: 0.018
length: null
(Note: Depending on the dataset configuration, some orthoimage keys may be omitted).
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