Test photo crossing-amsterdam

crossing-amsterdam

License: CC0-1.0
Author: Fons Heijnsbroek
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:2023_Amsterdam_poto_-_Woman_are_walking_the_pedestrian_crossing_over_the_city_road_Stadhouderskade_in_early_Spring_sunlight;_free_download_photo_in_high_resolutions_by_Fons_Heijnbroek_,_street_photography_in_The_Netherlands,_CCO.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1204, metadata removed
Hard cases: crowd, occlusion, daylight

Hover any output to magnify the same spot in every output of that task.

Object detection

D-FINE l — D-FINE lFails: labels the stroller as a suitcase

D-FINE m — D-FINE mFails: labels the stroller a backpack and a suitcase

D-FINE n — D-FINE nFails: labels the stroller as a backpack

D-FINE s — D-FINE sFails: labels the stroller as a backpack

D-FINE x — D-FINE xFails: labels the stroller as a suitcase

DEIMv2 l — DEIMv2 lFails: labels the stroller as a suitcase

DEIMv2 m — DEIMv2 mFails: labels the stroller as a backpack

DEIMv2 s — DEIMv2 sFails: labels the stroller as a backpack

DEIMv2 x — DEIMv2 xFails: labels the stroller as a backpack

Grounding DINO base — Grounding DINO baseFails: misses the grey backpack on the left

Grounding DINO tiny — Grounding DINO tinyFails: misses the grey backpack on the left

GTR l

GTR m — GTR mFails: labels the stroller as a backpack

GTR s — GTR sFails: labels the stroller as a backpack

GTR x

LLMDet base — LLMDet baseFails: misses the grey backpack and the black car

LLMDet large — LLMDet largeFails: misses the black car across the street

LLMDet tiny — LLMDet tinyFails: misses the black car across the street

MM-Grounding-DINO base — MM-Grounding-DINO baseFails: misses the grey backpack on the left

MM-Grounding-DINO large — MM-Grounding-DINO largeFails: misses the group walking on the right

MM-Grounding-DINO tiny — MM-Grounding-DINO tinyFails: misses the grey backpack on the left

RF-DETR large

RF-DETR medium

RF-DETR nano

RF-DETR small

RT-DETRv4 l — RT-DETRv4 lFails: labels the stroller as a suitcase

RT-DETRv4 m — RT-DETRv4 mFails: labels the stroller as a backpack

RT-DETRv4 s — RT-DETRv4 sFails: labels the stroller as a backpack

RT-DETRv4 x — RT-DETRv4 xFails: labels the stroller as a backpack

YOLO11 l

YOLO11 m — YOLO11 mFails: labels the stroller as a backpack

YOLO11 n — YOLO11 nFails: labels the stroller as a backpack

YOLO11 s — YOLO11 sFails: labels the stroller as a backpack

YOLO11 x — YOLO11 xFails: labels the stroller as a backpack

YOLO26 l

YOLO26 m

YOLO26 n

YOLO26 s — YOLO26 sFails: labels the stroller as a backpack

YOLO26 x

YOLOv8 l — YOLOv8 lFails: labels the stroller as a backpack

YOLOv8 m

YOLOv8 n — YOLOv8 nFails: labels the stroller as a backpack

YOLOv8 s

YOLOv8 x — YOLOv8 xFails: labels the stroller as a backpack

Instance segmentation

EoMT large-1280

EoMT large-640 — EoMT large-640Fails: stroller masked as a backpack

GTR-Seg l

GTR-Seg m

GTR-Seg s — GTR-Seg sFails: stroller masked as a backpack

GTR-Seg x

RF-DETR-Seg 2xlarge

RF-DETR-Seg large

RF-DETR-Seg medium

RF-DETR-Seg nano

RF-DETR-Seg small

RF-DETR-Seg xlarge

YOLO11-seg l

YOLO11-seg m — YOLO11-seg mFails: stroller masked as a backpack

YOLO11-seg n

YOLO11-seg s — YOLO11-seg sFails: stroller masked as a backpack

YOLO11-seg x — YOLO11-seg xFails: stroller masked as a backpack

YOLO26-seg l — YOLO26-seg lFails: stroller masked as a backpack

YOLO26-seg m

YOLO26-seg n

YOLO26-seg s — YOLO26-seg sFails: stroller masked as a backpack

YOLO26-seg x — YOLO26-seg xFails: stroller masked as a backpack

YOLOv8-seg l — YOLOv8-seg lFails: stroller masked as a backpack

YOLOv8-seg m — YOLOv8-seg mFails: stroller masked as a backpack

YOLOv8-seg n

YOLOv8-seg s — YOLOv8-seg sFails: stroller masked as a backpack

YOLOv8-seg x — YOLOv8-seg xFails: stroller masked as a backpack