Dataset Viewer
The dataset could not be loaded because the splits use different data file formats, which is not supported. Read more about the splits configuration. Click for more details.
Couldn't infer the same data file format for all splits. Got {NamedSplit('train'): ('json', {}), NamedSplit('test'): ('imagefolder', {})}
Error code:   FileFormatMismatchBetweenSplitsError

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Co-Instruct-Plus

Two-stage training data and IQA test sets for Co-Instruct-Plus (Qwen3-VL). This card describes the code protocol, not older paper counts.

Weights (not in this repo): yluo016/Co-instruct__.

Download

JSON/metadata are already unpacked in the repo. Images are packed (uncompressed .tar; JPEGs do not benefit from gzip):

archives/koniq10k_512x384.tar   # Stage-2 / KonIQ eval images
archives/iqa_benchmarks.tar     # LIVE CSIQ KADID BID CLIVE TID2013 AGIQA3K PIPAL
archives/stage1_data.tar        # Stage-1 IMAGE_FOLDER/data
hf download yluo016/co-instruct-plus --repo-type dataset --local-dir co-instruct-plus
cd co-instruct-plus
tar -xf archives/koniq10k_512x384.tar
tar -xf archives/iqa_benchmarks.tar
tar -xf archives/stage1_data.tar

After extract, the layout matches the training scripts (IMAGE_FOLDER / ROOT_DATA = this directory):

annotations/          # Stage-1 JSON (relative paths under data/)
data/                 # Stage-1 images
koniq10k/512x384/     # Stage-2 KonIQ images
koniq10k/metas/train_koniq_7k.json
KONIQ/metas/          # mos.json, split.json, test_koniq_2k.json
LIVE/ CSIQ/ KADID10K/ BID/ CLIVE/ TID2013/ AGIQA3K/ PIPAL/ SPAQ/
export IMAGE_FOLDER=/path/to/co-instruct-plus
export ANNOTATIONS_DIR=$IMAGE_FOLDER/annotations
export ROOT_DATA=/path/to/co-instruct-plus
export KONIQ_IMAGES_DIR=$ROOT_DATA/koniq10k/512x384

Stage 1 (SFT)

Nine JSON lists, 912,826 samples (sampling_strategy: all), including coinstruct_562k_t2c.json.

Stage 2 (score)

KonIQ-only online pairing: koniq10k/metas/train_koniq_7k.json (~7,046 train images). This repo does not include pairs_180k.json.

Test

eval_iqa.sh metas for LIVE, CSIQ, KADID-10K, BID, CLIVE, KonIQ, TID2013, AGIQA-3K, PIPAL, SPAQ.

SPAQ images are not included (local SPAQ/images was empty). Download official SPAQ images and set SPAQ_IMAGES_DIR.

KonIQ test JSON uses KONIQ/images/...; point KONIQ_IMAGES_DIR at koniq10k/512x384.

Licenses

Annotation text in this repo is provided for research. Underlying images remain under their original terms (KonIQ-10K, KADIS/KADID, LIVE, CSIQ, BID, CLIVE/LIVE-Challenge, TID2013, PIPAL, SPAQ, AGIQA-3K, etc.). Obtain rights from each source before redistribution or commercial use.

Downloads last month
50