Hugging Face's logo

Datasets:
edw2n
/
ImageNet-ES

Tasks:
Image Classification
Languages:
English
Size:
100K<n<1M
Tags:
benchmark
image-classification
out-of-distribution
robustness
sensor-control
light-control
License:
Dataset card Files
xet
Community
edw2n commited on
Commit
44704c2
·
verified ·
1 Parent(s): e7882b2

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +1 -1
README.md CHANGED
@@ -36,7 +36,7 @@ ImageNet-ES
36
  ├── param_control # 54K = 1K reference samples * 2 environments * 27 shots
37
  └── sampled_tin_no_resize2 # reference samples (1K)
38
  ```
39
- The main paper and the appendix explain more details about dataset specification.
40
 
41
  ### 🎛️ ES-Studio
42
  To compensate the missing perturbations in current robustness benchmarks, we construct a new testbed, **ES-Studio** (**E**nvironment and camera **S**ensor perturbation **Studio**). It can control physical light and camera sensor parameters during data collection.
 
36
  ├── param_control # 54K = 1K reference samples * 2 environments * 27 shots
37
  └── sampled_tin_no_resize2 # reference samples (1K)
38
  ```
39
+ The main paper and the appendix detail the dataset specifications and present analyses on covariate shifts, robustness evaluations, and qualitative insights.
40
 
41
  ### 🎛️ ES-Studio
42
  To compensate the missing perturbations in current robustness benchmarks, we construct a new testbed, **ES-Studio** (**E**nvironment and camera **S**ensor perturbation **Studio**). It can control physical light and camera sensor parameters during data collection.