Test photo tokyo-street-cyclists

tokyo-street-cyclists

License: CC0-1.0
Author: Syced
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:Truck_parked_on_cycling_lane,_forcing_bicycles_into_busy_middle_lane,_near_Komazawa-Daigaku_Station.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1205, metadata removed
Hard cases: crowd, occlusion

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 the white truck

Grounding DINO tiny — Grounding DINO tinyFails: misses the white truck

GTR l

GTR m

GTR s

GTR x

LLMDet base — LLMDet baseFails: misses every car, including the blue one

LLMDet large — LLMDet largeFails: misses every car, including the blue one

LLMDet tiny — LLMDet tinyFails: misses every car, the minibus and the truck

MM-Grounding-DINO base

MM-Grounding-DINO large

MM-Grounding-DINO tiny — MM-Grounding-DINO tinyFails: misses the white truck

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 mFails: labels the minibus as a truck

YOLOv8 n — YOLOv8 nFails: misses the white truck on the right

YOLOv8 s

YOLOv8 x

Instance segmentation

EoMT large-1280

EoMT large-640

GTR-Seg l

GTR-Seg m

GTR-Seg s

GTR-Seg x

RF-DETR-Seg 2xlarge

RF-DETR-Seg large

RF-DETR-Seg medium

RF-DETR-Seg nano — RF-DETR-Seg nanoFails: misses the parked bicycle in front

RF-DETR-Seg small

RF-DETR-Seg xlarge

YOLO11-seg l

YOLO11-seg m

YOLO11-seg n — YOLO11-seg nFails: misses the white truck and the foreground bicycle

YOLO11-seg s

YOLO11-seg x

YOLO26-seg l

YOLO26-seg m

YOLO26-seg n — YOLO26-seg nFails: misses the minibus, bike mask covers railing

YOLO26-seg s — YOLO26-seg sFails: bicycle mask spills onto the railing

YOLO26-seg x

YOLOv8-seg l — YOLOv8-seg lFails: misses the minibus

YOLOv8-seg m — YOLOv8-seg mFails: misses the minibus

YOLOv8-seg n — YOLOv8-seg nFails: bicycle mask spreads over the railing

YOLOv8-seg s — YOLOv8-seg sFails: bicycle mask spreads over the railing

YOLOv8-seg x

Depth estimation

Depth Anything 3 Metric large

Depth Anything 3 Mono large

Depth Anything V2 base

Depth Anything V2 large

Depth Anything V2 small

MoGe-2 vitb

MoGe-2 vitl

MoGe-2 vits

Pose estimation

GTR-Pose l

GTR-Pose m — GTR-Pose mFails: seated bus driver drawn standing over car

GTR-Pose s

GTR-Pose x

RF-DETR Keypoint preview

YOLO11-pose l

YOLO11-pose m

YOLO11-pose n

YOLO11-pose s

YOLO11-pose x

YOLO26-pose l

YOLO26-pose m

YOLO26-pose n

YOLO26-pose s

YOLO26-pose x

YOLOv8-pose l

YOLOv8-pose m

YOLOv8-pose n

YOLOv8-pose s

YOLOv8-pose x