Test photo street-night-chinatown

street-night-chinatown

License: CC0-1.0
Author: Ii2nmd
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:Race_Street_at_night.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1200, metadata removed
Hard cases: low-light, small-objects

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

Object detection

D-FINE l

D-FINE m — D-FINE mFails: labels a sidewalk planter as a fire hydrant

D-FINE n — D-FINE nFails: labels a sidewalk planter as a fire hydrant

D-FINE s — D-FINE sFails: labels a sidewalk planter as a fire hydrant

D-FINE x

DEIMv2 l

DEIMv2 m

DEIMv2 s — DEIMv2 sFails: boxes a hanging banner as a teddy bear

DEIMv2 x — DEIMv2 xFails: boxes a hanging banner as a person

Grounding DINO base

Grounding DINO tiny

GTR l

GTR m

GTR s

GTR x

LLMDet base — LLMDet baseFails: misses both cars in the foreground

LLMDet large — LLMDet largeFails: misses both cars in the foreground

LLMDet tiny — LLMDet tinyFails: misses both cars in the foreground

MM-Grounding-DINO base

MM-Grounding-DINO large

MM-Grounding-DINO tiny

RF-DETR large

RF-DETR medium

RF-DETR nano

RF-DETR small

RT-DETRv4 l

RT-DETRv4 m — RT-DETRv4 mFails: labels a sidewalk planter as a fire hydrant

RT-DETRv4 s — RT-DETRv4 sFails: labels a sidewalk planter as a fire hydrant

RT-DETRv4 x — RT-DETRv4 xFails: labels a sidewalk planter as a fire hydrant

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

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