Test photo dog-walk-square

dog-walk-square

License: CC0-1.0
Author: Retired electrician
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:Moscow,_Gagarina_Square,_walking_the_dog_June_2025_01.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1067, metadata removed
Hard cases: hero, daylight, timing

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 tiny

GTR l

GTR m

GTR s

GTR x

LLMDet base — LLMDet baseFails: misses the silver suv and the taxi

LLMDet large — LLMDet largeFails: misses the silver suv and the taxi

LLMDet tiny — LLMDet tinyFails: misses the silver suv and the taxi

MM-Grounding-DINO base

MM-Grounding-DINO large — MM-Grounding-DINO largeFails: misses the yellow taxi

MM-Grounding-DINO tiny

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

Image matting

BEN2 base

BiRefNet general

BiRefNet hr

BiRefNet lite

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