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Browse files- .gitattributes +6 -0
- ADE20KPart234/ade20k_instance_train_mixed_parts.json +3 -0
- ADE20KPart234/ade20k_instance_val_mixed_parts.json +0 -0
- PartImageNet/annotations/test/test_mixed_parts.json +0 -0
- PartImageNet/annotations/test_whole/test_mixed_parts.json +3 -0
- PartImageNet/annotations/train/train_mixed_parts.json +3 -0
- PartImageNet/annotations/train_whole/train_mixed_parts.json +3 -0
- PartImageNet/annotations/val/val_mixed_parts.json +0 -0
- PartImageNet/annotations/val_whole/val_mixed_parts.json +3 -0
- README.md +157 -0
- mixed_parts_test.json +0 -0
- mixed_parts_train.json +3 -0
- mixed_parts_val.json +0 -0
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PartImageNet/annotations/val_whole/val_mixed_parts.json
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README.md
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---
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pretty_name: Mixed Parts
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language:
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- en
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task_categories:
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- image-segmentation
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tags:
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- computer-vision
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- semantic-segmentation
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- co-segmentation
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- part-segmentation
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- multi-image-reasoning
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size_categories:
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- 1M<n<10M
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---
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# Mixed Parts
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Mixed Parts is the annotation bundle used by CALICO for part-focused semantic co-segmentation. It contains multi-image object-part comparison samples curated from ADE20KPart234, PartImageNet, and PACO-LVIS image assets.
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This repository contains annotations only. Users must download the original image datasets separately from their upstream sources and overlay these annotations into the expected CALICO directory structure.
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## Files
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| 24 |
+
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| 25 |
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```text
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| 26 |
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mixed_parts_train.json
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mixed_parts_val.json
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mixed_parts_test.json
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| 29 |
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ADE20KPart234/ade20k_instance_train_mixed_parts.json
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| 30 |
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ADE20KPart234/ade20k_instance_val_mixed_parts.json
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| 31 |
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PartImageNet/annotations/train/train_mixed_parts.json
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| 32 |
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PartImageNet/annotations/train_whole/train_mixed_parts.json
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| 33 |
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PartImageNet/annotations/val/val_mixed_parts.json
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| 34 |
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PartImageNet/annotations/val_whole/val_mixed_parts.json
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| 35 |
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PartImageNet/annotations/test/test_mixed_parts.json
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| 36 |
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PartImageNet/annotations/test_whole/test_mixed_parts.json
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```
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The official Mixed Parts test split is `mixed_parts_test.json`.
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## Split Sizes
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| 42 |
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| 43 |
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| Split | Samples |
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| 44 |
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| --- | ---: |
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| 45 |
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| Train | 2,380,749 |
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| 46 |
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| Val | 1,999 |
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| 47 |
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| Test | 999 |
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| 48 |
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| 49 |
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## Source Data
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| 50 |
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Download the original source data from the upstream projects:
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| 52 |
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- ADE20KPart234: download `ADE20KPart234.tar.gz` from [InternRobotics/OV_PARTS](https://github.com/InternRobotics/OV_PARTS).
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| 54 |
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- PartImageNet: download `PartImageNet_Seg.zip` from [tacju/partimagenet](https://github.com/tacju/partimagenet).
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| 55 |
+
- COCO2017 and PACO-LVIS: follow [facebookresearch/paco](https://github.com/facebookresearch/paco) and download `paco_lvis_v1.zip`. PACO-LVIS annotations reference COCO2017 images, so COCO2017 images are also required.
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| 56 |
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| 57 |
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## Data Preparation
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| 58 |
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| 59 |
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From the CALICO repository root, create the default data layout:
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| 60 |
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| 61 |
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```bash
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| 62 |
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mkdir -p data/mixed_parts_data data/coco_2017
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| 63 |
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```
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| 64 |
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| 65 |
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Extract ADE20KPart234 and PartImageNet under `data/mixed_parts_data`:
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| 66 |
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| 67 |
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```bash
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| 68 |
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tar -xzf /path/to/ADE20KPart234.tar.gz -C data/mixed_parts_data
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| 69 |
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unzip /path/to/PartImageNet_Seg.zip -d data/mixed_parts_data
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| 70 |
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```
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| 71 |
+
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| 72 |
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Extract PACO-LVIS annotations under `data/mixed_parts_data/paco_lvis/annotations`:
|
| 73 |
+
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| 74 |
+
```bash
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| 75 |
+
mkdir -p data/mixed_parts_data/paco_lvis/annotations
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| 76 |
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unzip /path/to/paco_lvis_v1.zip -d data/mixed_parts_data/paco_lvis/annotations
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| 77 |
+
```
|
| 78 |
+
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| 79 |
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Place COCO2017 images under `data/coco_2017`:
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| 80 |
+
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| 81 |
+
```text
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| 82 |
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data/coco_2017/
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| 83 |
+
├── train2017/
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| 84 |
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└── val2017/
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| 85 |
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```
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| 86 |
+
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| 87 |
+
Overlay this annotation bundle into `data/mixed_parts_data`:
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| 88 |
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| 89 |
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```bash
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| 90 |
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cp -r /path/to/MixedParts/* data/mixed_parts_data/
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| 91 |
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```
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| 92 |
+
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| 93 |
+
The prepared data should have this structure:
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| 94 |
+
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| 95 |
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```text
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| 96 |
+
data/
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| 97 |
+
├── coco_2017/
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| 98 |
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│ ├── train2017/
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| 99 |
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│ └── val2017/
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| 100 |
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└── mixed_parts_data/
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| 101 |
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├── mixed_parts_train.json
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| 102 |
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├── mixed_parts_val.json
|
| 103 |
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├── mixed_parts_test.json
|
| 104 |
+
├── ADE20KPart234/
|
| 105 |
+
│ ├── ade20k_instance_train_mixed_parts.json
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| 106 |
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│ ├── ade20k_instance_val_mixed_parts.json
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| 107 |
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│ ├── images/
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| 108 |
+
│ └── annotations_detectron2_part/
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| 109 |
+
├── PartImageNet/
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| 110 |
+
│ ├── annotations/
|
| 111 |
+
│ │ ├── train/train_mixed_parts.json
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| 112 |
+
│ │ ├── train_whole/train_mixed_parts.json
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| 113 |
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│ │ ├── val/val_mixed_parts.json
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| 114 |
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│ │ ├── val_whole/val_mixed_parts.json
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| 115 |
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│ │ ├── test/test_mixed_parts.json
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| 116 |
+
│ │ └── test_whole/test_mixed_parts.json
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| 117 |
+
│ └── images/
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| 118 |
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└── paco_lvis/
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| 119 |
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└── annotations/
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| 120 |
+
├── paco_lvis_v1_train.json
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| 121 |
+
├── paco_lvis_v1_val.json
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| 122 |
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└── paco_lvis_v1_test.json
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| 123 |
+
```
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| 124 |
+
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| 125 |
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## Evaluation with CALICO
|
| 126 |
+
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| 127 |
+
After preparing the data, run evaluation from the CALICO repository root:
|
| 128 |
+
|
| 129 |
+
```bash
|
| 130 |
+
python evaluate.py \
|
| 131 |
+
--merged_ckpt_path PLAN-Lab/CALICO \
|
| 132 |
+
--dataset_dir ./data \
|
| 133 |
+
--output_save_path ./evaluate_results/calico_mixed_parts \
|
| 134 |
+
--val_dataset "MixedPartsObjectVal|MixedPartsPartVal" \
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| 135 |
+
--multi_image_filepath_prefix ./data/mixed_parts_data/mixed_parts_test.json \
|
| 136 |
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--mode test \
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| 137 |
+
--compute_metrics
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| 138 |
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```
|
| 139 |
+
|
| 140 |
+
For full setup details, see the CALICO repository documentation.
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| 141 |
+
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| 142 |
+
## Licensing and Terms
|
| 143 |
+
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| 144 |
+
This repository provides Mixed Parts annotations for research use. The underlying images and source annotations come from ADE20KPart234, PartImageNet, COCO2017, and PACO-LVIS. Users are responsible for following the licenses and terms of the upstream datasets.
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| 145 |
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| 146 |
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## Citation
|
| 147 |
+
|
| 148 |
+
If you use Mixed Parts or CALICO, please cite:
|
| 149 |
+
|
| 150 |
+
```bibtex
|
| 151 |
+
@article{nguyen2025calico,
|
| 152 |
+
title={CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models},
|
| 153 |
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author={Nguyen, Kiet A. and Juvekar, Adheesh and Yu, Tianjiao and Wahed, Muntasir and Lourentzou, Ismini},
|
| 154 |
+
journal={In Proceedings for the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
|
| 155 |
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year={2025}
|
| 156 |
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}
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| 157 |
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```
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mixed_parts_test.json
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mixed_parts_train.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:995b536f9a4a0764e805d94f35e2e8bf6f78f3068c56fcb36850ba4d3a4574ed
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size 1042935868
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mixed_parts_val.json
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