Test photo dining-room-kitchen

dining-room-kitchen

License: CC0-1.0
Author: Siobhan Leachman
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:176_Nile_Street_dining_area_kitchen.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1200, metadata removed
Hard cases: indoor

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 — Grounding DINO tinyFails: misses the dining table

GTR l

GTR m

GTR s

GTR x

LLMDet base

LLMDet large

LLMDet tiny — LLMDet tinyFails: misses the dining table

MM-Grounding-DINO base

MM-Grounding-DINO large — MM-Grounding-DINO largeFails: misses most of the chairs

MM-Grounding-DINO tiny — MM-Grounding-DINO tinyFails: misses the dining table and every chair

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 mFails: labels the window seat as a bed

YOLO11 n — YOLO11 nFails: misses most of the chairs

YOLO11 s

YOLO11 x

YOLO26 l

YOLO26 m

YOLO26 n — YOLO26 nFails: misses most of the chairs

YOLO26 s

YOLO26 x

YOLOv8 l

YOLOv8 m

YOLOv8 n — YOLOv8 nFails: misses most of the chairs

YOLOv8 s

YOLOv8 x — YOLOv8 xFails: labels the wall decoration as a boat

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 mediumFails: misses the chairs along the left side

RF-DETR-Seg nano — RF-DETR-Seg nanoFails: misses the chairs along the left side

RF-DETR-Seg small

RF-DETR-Seg xlarge

YOLO11-seg l

YOLO11-seg m — YOLO11-seg mFails: window seat masked as a bed

YOLO11-seg n

YOLO11-seg s

YOLO11-seg x

YOLO26-seg l

YOLO26-seg m

YOLO26-seg n — YOLO26-seg nFails: misses the left chairs and the refrigerator

YOLO26-seg s — YOLO26-seg sFails: misses the left chairs and the refrigerator

YOLO26-seg x

YOLOv8-seg l

YOLOv8-seg m

YOLOv8-seg n — YOLOv8-seg nFails: finds only one of the chairs around the table

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 vitbFails: wall cabinet shown as near as table

MoGe-2 vitl

MoGe-2 vits