xtcocotools

library1.14.3pypypiunverified

Extended COCO API (xtcocotools) is a fork of the original COCO API with enhanced functionality for keypoint detection and human pose estimation. Current version: 1.14.3. Release cadence is irregular, primarily updated for bug fixes and compatibility improvements.

ai-ml

pip install xtcocotools

github ↗homepage ↗

INSTALL

IMPORT

SIG · XTCOCOTOOLS

xtcocotools

ai-mlpythonv1.14.3

harness data pending

Install & Compatibility

Where this runs

No compatibility data collected yet for this library.

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

COCO

✓ from xtcocotools.coco import COCO

✗ from pycocotools.coco import COCO

xtcocotools is a fork; mixing imports from pycocotools leads to version mismatch or missing keypoint methods.

COCOeval

✓ from xtcocotools.cocoeval import COCOeval

COCOkeypointAPI

✓ from xtcocotools.coco import COCOkeypointAPI

mask

✓ from xtcocotools import mask as maskUtils

✗ from pycocotools import mask

Same as above - namespace conflict.

Quick start: load a COCO keypoint annotation file and list image IDs for the 'person' category.

from xtcocotools.coco import COCO from xtcocotools.cocoeval import COCOeval # Initialize COCO API for keypoint annotations coco = COCO('annotations/person_keypoints_train2017.json') # Get category IDs cat_ids = coco.getCatIds(catNms=['person']) img_ids = coco.getImgIds(catIds=cat_ids) print(f'Found {len(img_ids)} images')

Debug

Known issues

breakingDo not install pycocotools alongside xtcocotools. Both share the same top-level module name in compiled extensions, causing cryptic crashes like ImportError or undefined symbols.

fix

Uninstall pycocotools: pip uninstall pycocotools -y; then install xtcocotools.

affects: all

gotchaThe COCO API uses .pyd files on Windows or .so on Linux; if you build from source, ensure you have Cython and a C++ compiler installed. Pre-built wheels may not be available for all platforms.

fix

Install via conda if available, or use a precompiled wheel from PyPI with Python 3.6+.

affects: >=1.0

deprecatedxtcocotools.coco.COCOkeypointAPI is deprecated in newer versions. Use COCO methods directly or migrate to the standard COCOeval keypoint evaluation.

fix

Use COCO() object and COCOeval() with iouType='keypoints' instead.

affects: >=1.12

Upgrade

Version history

1.14.3latest on PyPI · released Oct 19, 2023

Audit

Dependencies

pycocotoolsrequiredConflict in namespace: installing both pycocotools and xtcocotools can cause import errors due to overlapping .pyd files.

CythonoptionalRequired for building from source if no pre-built wheel is available.

numpyrequiredCore dependency for array operations.

Agent activity

36 hits · last 30 days

node

OpenAI (training)

Resources

githubhttps://github.com/jin-s13/xtcocoapi ↗

homepagehttps://github.com/jin-s13/xtcocoapi ↗