Datasets:

uclanlp
/

OpenVLHarness-Evaluation-Datasets

index string	image_path string	question string	answer int64	objects string	categories string	is_focused bool
countqa_0000_q0	0000.jpg	How many tiles are on the wall with the shower? Your final answer should be a single integer.	18	["tiles", " wall", " shower"]	["Outdoor, Vehicles & Structural"]	false
countqa_0001_q0	0001.jpg	How many yellow flowers are there Your final answer should be a single integer.	6	["flower"]	["Furniture & Home Decor"]	false
countqa_0002_q0	0002.jpg	How many bookmarks are there? Your final answer should be a single integer.	9	["bookmark"]	["Office & Media"]	true
countqa_0003_q0	0003.jpg	How many pipes are there? Your final answer should be a single integer.	10	["pipe"]	["Tools & Hardware", "Outdoor, Vehicles & Structural"]	true
countqa_0004_q0	0004.jpg	Ignore the tubs in the back. How many tubs are there in the foreground? Your final answer should be a single integer.	20	["tub"]	["Storage & Organization"]	false
countqa_0005_q0	0005.jpg	How many bananas are there? Your final answer should be a single integer.	6	["banana"]	["Consumables & Groceries"]	false
countqa_0006_q0	0006.jpg	How many white square shapes are there? Your final answer should be a single integer.	6	["shape"]	["Others (Abstract & Unclassified)"]	true
countqa_0007_q0	0007.jpg	How many drawers are there? Your final answer should be a single integer.	4	["drawer"]	["Storage & Organization"]	true
countqa_0008_q0	0008.jpg	How many carpet patches are there? Your final answer should be a single integer.	28	["carpet", " patches"]	["Furniture & Home Decor", "Others (Abstract & Unclassified)"]	true
countqa_0009_q0	0009.jpg	How many cards are there? Your final answer should be a single integer.	11	["card"]	["Others (Abstract & Unclassified)"]	true
countqa_0010_q0	0010.jpg	How many bars are there? Your final answer should be a single integer.	8	["bar"]	["Consumables & Groceries"]	true
countqa_0011_q0	0011.jpg	How many tubes are there? Your final answer should be a single integer.	14	["tube"]	["Tools & Hardware"]	false
countqa_0012_q0	0012.jpg	How many staple strips are there? Your final answer should be a single integer.	7	["staple strips"]	["Office & Media"]	true
countqa_0013_q0	0013.jpg	How many chess pieces are there? Your final answer should be a single integer.	16	["chess piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0013_q1	0013.jpg	What is the total number of chess pieces? Your final answer should be a single integer.	16	["chess piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0013_q2	0013.jpg	If you combine all the chess pieces, how many are there? Your final answer should be a single integer.	16	["chess piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0014_q0	0014.jpg	How many wooden chairs are in the living room? Your final answer should be a single integer.	6	["chair"]	["Furniture & Home Decor"]	false
countqa_0015_q0	0015.jpg	How many dumbbells are there? Your final answer should be a single integer.	22	["dumbbell"]	["Tools & Hardware"]	true
countqa_0016_q0	0016.jpg	How many chairs are there? Your final answer should be a single integer.	8	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0016_q1	0016.jpg	How many tables are there? Your final answer should be a single integer.	3	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0016_q2	0016.jpg	How many heaters are there? Your final answer should be a single integer.	2	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0016_q3	0016.jpg	How many chairs and tables are there? Your final answer should be a single integer.	11	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0016_q4	0016.jpg	How many tables and heaters are there? Your final answer should be a single integer.	5	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0016_q5	0016.jpg	How many chairs and heaters are there? Your final answer should be a single integer.	10	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0016_q6	0016.jpg	How many chairs, tables, and heaters are there? Your final answer should be a single integer.	13	["chair", " table", " heater"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0017_q0	0017.jpg	How many limes are there? Your final answer should be a single integer.	19	["lime"]	["Consumables & Groceries"]	true
countqa_0018_q0	0018.jpg	How many garlic cloves are there? Your final answer should be a single integer.	17	["garlic cloves"]	["Consumables & Groceries"]	true
countqa_0019_q0	0019.jpg	How many fuses are there? Your final answer should be a single integer.	6	["fuse"]	["Tools & Hardware", "Electronics & Components"]	true
countqa_0020_q0	0020.jpg	How many coolers are there? Your final answer should be a single integer.	11	["cooler"]	["Outdoor, Vehicles & Structural"]	false
countqa_0021_q0	0021.jpg	How many boxes are there? Your final answer should be a single integer.	11	["box"]	["Storage & Organization"]	false
countqa_0022_q0	0022.jpg	How many hangers are there? Your final answer should be a single integer.	4	["hanger"]	["Storage & Organization", "Clothing & Wearables"]	true
countqa_0023_q0	0023.jpg	How many MnMs are there? Your final answer should be a single integer.	21	["mnm"]	["Consumables & Groceries"]	true
countqa_0024_q0	0024.jpg	How many muffin slots are there? Your final answer should be a single integer.	20	["muffin slots"]	["Kitchen & Dining"]	true
countqa_0025_q0	0025.jpg	How many spoons are there? Your final answer should be a single integer.	8	["spoon"]	["Kitchen & Dining"]	false
countqa_0026_q0	0026.jpg	How many climbing stones are there? Your final answer should be a single integer.	5	["climbing stones"]	["Outdoor, Vehicles & Structural"]	true
countqa_0027_q0	0027.jpg	How many pieces are there? Your final answer should be a single integer.	31	["piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0027_q1	0027.jpg	How many black pieces are there? Your final answer should be a single integer.	15	["piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0027_q2	0027.jpg	How many white pieces are there? Your final answer should be a single integer.	16	["piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0027_q3	0027.jpg	How many black or white pieces are there? Your final answer should be a single integer.	31	["piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0027_q4	0027.jpg	How many pieces are not black? Your final answer should be a single integer.	16	["piece"]	["Others (Abstract & Unclassified)"]	true
countqa_0028_q0	0028.jpg	How many cups are there on the left? Your final answer should be a single integer.	3	["cup"]	["Kitchen & Dining"]	true
countqa_0028_q1	0028.jpg	How many cups are there on the right? Your final answer should be a single integer.	9	["cup"]	["Kitchen & Dining"]	true
countqa_0028_q2	0028.jpg	How many cups are there in total? Your final answer should be a single integer.	12	["cup"]	["Kitchen & Dining"]	true
countqa_0029_q0	0029.jpg	How many white lines are there? Your final answer should be a single integer.	7	["line"]	["Others (Abstract & Unclassified)"]	false
countqa_0030_q0	0030.jpg	How many leaves are there? Your final answer should be a single integer.	6	["leaf"]	["Furniture & Home Decor"]	true
countqa_0031_q0	0031.jpg	How many strawberry pieces are there? Your final answer should be a single integer.	4	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0031_q1	0031.jpg	How many raspberries are there? Your final answer should be a single integer.	4	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0031_q2	0031.jpg	How many blueberries are there? Your final answer should be a single integer.	8	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0031_q3	0031.jpg	How many pieces of strawberries and raspberries are there? Your final answer should be a single integer.	8	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0031_q4	0031.jpg	How many raspberries and blueberries are there? Your final answer should be a single integer.	12	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0031_q5	0031.jpg	How many strawberry pieces and blueberries are there? Your final answer should be a single integer.	12	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0031_q6	0031.jpg	How many pieces of strawberries, raspberries, and blueberries are there? Your final answer should be a single integer.	16	["strawberry", " raspberry", " blueberry"]	["Consumables & Groceries"]	false
countqa_0032_q0	0032.jpg	How many mints are there? Your final answer should be a single integer.	14	["mints"]	["Consumables & Groceries"]	true
countqa_0033_q0	0033.jpg	How many objects are attached on the outer ring? Your final answer should be a single integer.	17	["object", " ring"]	["Others (Abstract & Unclassified)"]	false
countqa_0034_q0	0034.jpg	How many cups are there? Your final answer should be a single integer.	15	["cup"]	["Kitchen & Dining"]	false
countqa_0035_q0	0035.jpg	How many markers are there? Your final answer should be a single integer.	16	["marker"]	["Office & Media"]	true
countqa_0036_q0	0036.jpg	How many pipes are there? Your final answer should be a single integer.	14	["pipe"]	["Tools & Hardware", "Outdoor, Vehicles & Structural"]	true
countqa_0037_q0	0037.jpg	How many vertical wire bends are there? Your final answer should be a single integer.	11	["wire", " bend"]	["Electronics & Components", "Others (Abstract & Unclassified)"]	true
countqa_0038_q0	0038.jpg	How many bottles are there? Your final answer should be a single integer.	18	["bottle"]	["Consumables & Groceries"]	true
countqa_0039_q0	0039.jpg	How many plastic decorating clips are there? Your final answer should be a single integer.	21	["clip"]	["Others (Abstract & Unclassified)"]	true
countqa_0040_q0	0040.jpg	How many plates are there? Your final answer should be a single integer.	4	["plate"]	["Kitchen & Dining"]	false
countqa_0041_q0	0041.jpg	How many drill bits are there? Your final answer should be a single integer.	5	["drill bits"]	["Tools & Hardware"]	true
countqa_0042_q0	0042.jpg	How many nail extensions are there? Your final answer should be a single integer.	24	["nail extension"]	["Clothing & Wearables"]	false
countqa_0043_q0	0043.jpg	How many chairs are visible? Your final answer should be a single integer.	5	["chair"]	["Furniture & Home Decor"]	false
countqa_0044_q0	0044.jpg	How many sharpies are there? Your final answer should be a single integer.	23	["sharpies"]	["Office & Media"]	false
countqa_0045_q0	0045.jpg	How many holes are there? Your final answer should be a single integer.	14	["hole"]	["Others (Abstract & Unclassified)"]	true
countqa_0046_q0	0046.jpg	How many pens are there? Your final answer should be a single integer.	24	["pen"]	["Office & Media"]	false
countqa_0047_q0	0047.jpg	How many multicolored hooks are there? Your final answer should be a single integer.	8	["hook"]	["Tools & Hardware", "Storage & Organization"]	true
countqa_0048_q0	0048.jpg	How many inverted chair stand legs are there? Your final answer should be a single integer.	12	["legs", " chair"]	["Furniture & Home Decor"]	false
countqa_0049_q0	0049.jpg	How many jars are there? Your final answer should be a single integer.	6	["jar"]	["Storage & Organization"]	false
countqa_0050_q0	0050.jpg	How many stairs are there? Your final answer should be a single integer.	19	["stairs"]	["Outdoor, Vehicles & Structural"]	true
countqa_0051_q0	0051.jpg	How many shower curtain hooks are there? Your final answer should be a single integer.	12	["shower curtain hooks"]	["Storage & Organization", "Outdoor, Vehicles & Structural"]	false
countqa_0052_q0	0052.jpg	How many metal square covers are there? Your final answer should be a single integer.	11	["cover"]	["Others (Abstract & Unclassified)"]	true
countqa_0053_q0	0053.jpg	How many sockets are there? Your final answer should be a single integer.	10	["socket"]	["Electronics & Components"]	true
countqa_0054_q0	0054.jpg	How many empty parking spaces are there? Your final answer should be a single integer.	8	["parking spaces"]	["Outdoor, Vehicles & Structural"]	false
countqa_0055_q0	0055.jpg	How many pairs of earrings are there? Your final answer should be a single integer.	5	["earrings"]	["Clothing & Wearables"]	false
countqa_0056_q0	0056.jpg	How many stairs are there? Your final answer should be a single integer.	18	["stairs"]	["Outdoor, Vehicles & Structural"]	false
countqa_0057_q0	0057.jpg	How many stripes are there? Your final answer should be a single integer.	9	["stripe"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	true
countqa_0058_q0	0058.jpg	How many drill heads are there? Your final answer should be a single integer.	10	["drill head"]	["Tools & Hardware"]	true
countqa_0059_q0	0059.jpg	How many creamers are there? Your final answer should be a single integer.	14	["creamer"]	["Consumables & Groceries"]	false
countqa_0060_q0	0060.jpg	How many stools are there? Your final answer should be a single integer.	3	["stool"]	["Furniture & Home Decor"]	true
countqa_0061_q0	0061.jpg	How many peppers are there? Your final answer should be a single integer.	24	["pepper"]	["Consumables & Groceries"]	true
countqa_0062_q0	0062.jpg	How many blue mini forks are there? Your final answer should be a single integer.	4	["fork"]	["Kitchen & Dining"]	false
countqa_0062_q1	0062.jpg	How many red mini forks are there? Your final answer should be a single integer.	8	["fork"]	["Kitchen & Dining"]	false
countqa_0062_q2	0062.jpg	How many yellow mini forks are there? Your final answer should be a single integer.	2	["fork"]	["Kitchen & Dining"]	false
countqa_0062_q3	0062.jpg	How many green mini forks are there? Your final answer should be a single integer.	8	["fork"]	["Kitchen & Dining"]	false
countqa_0062_q4	0062.jpg	How many forks are there in total? Your final answer should be a single integer.	22	["fork"]	["Kitchen & Dining"]	false
countqa_0062_q5	0062.jpg	How many mini forks are blue or red? Your final answer should be a single integer.	12	["fork"]	["Kitchen & Dining"]	false
countqa_0063_q0	0063.jpg	How many circular tables are there? Your final answer should be a single integer.	4	["table"]	["Furniture & Home Decor", "Outdoor, Vehicles & Structural"]	false
countqa_0064_q0	0064.jpg	How many screws are there? Your final answer should be a single integer.	10	["screw"]	["Tools & Hardware"]	true
countqa_0065_q0	0065.jpg	How many water spurts are there? Your final answer should be a single integer.	19	["water spurts", " water fountains"]	["Outdoor, Vehicles & Structural", "Others (Abstract & Unclassified)"]	true
countqa_0065_q1	0065.jpg	How many water fountains are there? Your final answer should be a single integer.	19	["water spurts", " water fountains"]	["Outdoor, Vehicles & Structural", "Others (Abstract & Unclassified)"]	true
countqa_0066_q0	0066.jpg	How many pairs of footwear are there? Your final answer should be a single integer.	13	["footwear"]	["Clothing & Wearables"]	false
countqa_0067_q0	0067.jpg	How many pieces are there? Your final answer should be a single integer.	32	["piece"]	["Others (Abstract & Unclassified)"]	false
countqa_0067_q1	0067.jpg	How many squares are there? Your final answer should be a single integer.	10	["piece"]	["Others (Abstract & Unclassified)"]	false
countqa_0067_q2	0067.jpg	How many triangles are there? Your final answer should be a single integer.	8	["piece"]	["Others (Abstract & Unclassified)"]	false
countqa_0067_q3	0067.jpg	How many pentagons are there? Your final answer should be a single integer.	2	["piece"]	["Others (Abstract & Unclassified)"]	false
countqa_0067_q4	0067.jpg	How many circles are there? Your final answer should be a single integer.	12	["piece"]	["Others (Abstract & Unclassified)"]	false
countqa_0067_q5	0067.jpg	How many squares and triangles are there? Your final answer should be a single integer.	18	["piece"]	["Others (Abstract & Unclassified)"]	false
countqa_0067_q6	0067.jpg	How many pentagons and circles are there? Your final answer should be a single integer.	14	["piece"]	["Others (Abstract & Unclassified)"]	false

End of preview. Expand in Data Studio

mini-vlm-toolkit counting & grounding benchmarks

Processed evaluation splits used by mini-vlm-toolkit. Each <split>.tsv holds the exact prompts (question) and annotations (answer plus metadata) we evaluate on; image_path is relative to images/<folder>/ inside images/<folder>.zip. GLIP.zip holds the ODinW-13 configs and COCO-format val/test annotations used for ODinW AP evaluation.

You normally don't need to download anything by hand: running python run_benchmark.py --data <split> ... fetches the TSV, the images and (for ODinW) the GT files into $LMUData on first use.

Split	Rows	Image archive
PixmoCount_test	527	images/PixmoCount.zip
PixmoCount_val	534	images/PixmoCount.zip
CountQA	1528	images/CountQA.zip
FSC147_test	1190	images/FSC147.zip
FSC147_val	1286	images/FSC147.zip
FSCD_147_bbox_test	1190	images/FSC147.zip
FSCD_147_bbox_val	1286	images/FSC147.zip
FSCD_LVIS_bbox_test	1014	images/LVIS.zip
FSCD_LVIS_bbox_val	1181	images/LVIS.zip
ODinW13_bbox_test_qwen3	4575	images/ODinW.zip
ODinW13_bbox_val_qwen3	4938	images/ODinW.zip

Sources, licenses and citations

This repo only re-packages existing public benchmarks; all credit goes to the original authors, and use is subject to the original licenses/terms.

PixmoCount — allenai/pixmo-count (ODC-BY). Images were downloaded from their original Flickr URLs, which are subject to their individual licenses; rows whose image could not be downloaded are dropped, so this is the fixed subset we evaluate on. Deitke et al., Molmo and PixMo, 2024.
CountQA — Jayant-Sravan/CountQA (CC BY 4.0).
FSC147 — Ranjan et al., Learning To Count Everything, CVPR 2021 (code/data).
FSCD-147 / FSCD-LVIS — Nguyen et al., Few-shot Object Counting and Detection, ECCV 2022 (code/data). FSCD-LVIS images are from COCO / LVIS (Gupta et al., CVPR 2019) and follow their terms of use.
ODinW-13 — Li et al., Grounded Language-Image Pre-training (GLIP), CVPR 2022, and Li et al., ELEVATER, NeurIPS 2022. Domains originate from Roboflow public datasets and PASCAL VOC and follow their respective licenses.

If you are an author of one of these datasets and would like it removed, please open a discussion on this repo.

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