Test photo marathon-crossing

marathon-crossing

License: CC0-1.0
Author: Retired electrician
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:2025-09-21_Moscow_marathon,_runners_19.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x953, metadata removed
Hard cases: crowd, elevated-view

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 large — LLMDet largeFails: misses the runner in the white tank top

LLMDet tiny — LLMDet tinyFails: misses the runner in the white tank top

MM-Grounding-DINO base — MM-Grounding-DINO baseFails: misses three runners in the left group

MM-Grounding-DINO large

MM-Grounding-DINO tiny — MM-Grounding-DINO tinyFails: misses the runner in the white tank top

RF-DETR large

RF-DETR medium

RF-DETR nano

RF-DETR small — RF-DETR smallFails: misses the runner in the white tank top

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 mFails: misses the runner in the white tank top

YOLO26 n — YOLO26 nFails: misses the runner in the white tank top

YOLO26 s

YOLO26 x

YOLOv8 l — YOLOv8 lFails: misses the runner in the white tank top

YOLOv8 m

YOLOv8 n

YOLOv8 s

YOLOv8 x — YOLOv8 xFails: misses the runner in the white tank top

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 small

RF-DETR-Seg xlarge

YOLO11-seg l

YOLO11-seg m

YOLO11-seg n

YOLO11-seg s

YOLO11-seg x

YOLO26-seg l — YOLO26-seg lFails: misses the runner at the back

YOLO26-seg m — YOLO26-seg mFails: misses the runner at the back

YOLO26-seg n

YOLO26-seg s

YOLO26-seg x

YOLOv8-seg l

YOLOv8-seg m

YOLOv8-seg n

YOLOv8-seg s

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 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 mFails: misses the runner in the white top at the back

YOLOv8-pose n

YOLOv8-pose s

YOLOv8-pose x