Test photo parked-bicycles

parked-bicycles

License: CC0-1.0
Author: Hermann Luyken
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:2013.05.30.135946_Bicycles_Hofstraat_Venray_NL.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1067, metadata removed
Hard cases: occlusion, clutter

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

Object detection

D-FINE l

D-FINE m

D-FINE n

D-FINE s

D-FINE x

DEIMv2 l

DEIMv2 m

DEIMv2 s

DEIMv2 x

Grounding DINO base — Grounding DINO baseFails: misses all the parked bicycles

Grounding DINO tiny — Grounding DINO tinyFails: misses all the parked bicycles

GTR l

GTR m

GTR s

GTR x

LLMDet base

LLMDet large

LLMDet tiny — LLMDet tinyFails: misses all the parked bicycles

MM-Grounding-DINO base — MM-Grounding-DINO baseFails: misses all the parked bicycles

MM-Grounding-DINO large — MM-Grounding-DINO largeFails: misses all the parked bicycles

MM-Grounding-DINO tiny — MM-Grounding-DINO tinyFails: misses all the parked bicycles

RF-DETR large

RF-DETR medium

RF-DETR nano

RF-DETR small

RT-DETRv4 l

RT-DETRv4 m

RT-DETRv4 s

RT-DETRv4 x

YOLO11 l

YOLO11 m

YOLO11 n

YOLO11 s

YOLO11 x

YOLO26 l

YOLO26 m

YOLO26 n

YOLO26 s

YOLO26 x

YOLOv8 l

YOLOv8 m

YOLOv8 n

YOLOv8 s

YOLOv8 x

Instance segmentation

EoMT large-1280

EoMT large-640

GTR-Seg l — GTR-Seg lFails: one mask covers several bicycles

GTR-Seg m — GTR-Seg mFails: one mask covers several bicycles

GTR-Seg s — GTR-Seg sFails: one mask covers several bicycles

GTR-Seg x — GTR-Seg xFails: one mask covers several bicycles

RF-DETR-Seg 2xlarge

RF-DETR-Seg large

RF-DETR-Seg medium

RF-DETR-Seg nano — RF-DETR-Seg nanoFails: misses every bicycle

RF-DETR-Seg small

RF-DETR-Seg xlarge

YOLO11-seg l

YOLO11-seg m

YOLO11-seg n — YOLO11-seg nFails: one mask covers several bicycles

YOLO11-seg s

YOLO11-seg x

YOLO26-seg l

YOLO26-seg m — YOLO26-seg mFails: one mask covers several bicycles

YOLO26-seg n

YOLO26-seg s

YOLO26-seg x — YOLO26-seg xFails: one mask covers several bicycles

YOLOv8-seg l — YOLOv8-seg lFails: one mask covers several bicycles

YOLOv8-seg m

YOLOv8-seg n — YOLOv8-seg nFails: misses the rows of parked bicycles

YOLOv8-seg s — YOLOv8-seg sFails: one mask covers several bicycles

YOLOv8-seg x — YOLOv8-seg xFails: one mask covers several bicycles