Test photo three-cats-couch

three-cats-couch

License: CC0-1.0
Author: Roc0ast3r
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:Red_tabby_cat,_black_cat,_and_white_cat_sitting_on_a_chair.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x1200, metadata removed
Hard cases: fur, low-contrast, 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 tiny

GTR l

GTR m

GTR s

GTR x

LLMDet base

LLMDet large

LLMDet tiny

MM-Grounding-DINO base

MM-Grounding-DINO large

MM-Grounding-DINO tiny — MM-Grounding-DINO tinyFails: misses the black cat

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 nFails: misses the orange cat and the black cat

YOLOv8 s

YOLOv8 x

Instance segmentation

EoMT large-1280

EoMT large-640 — EoMT large-640Fails: couch masked as chair, two cats unmasked

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 lFails: couch also masked as a bed

YOLO11-seg m — YOLO11-seg mFails: couch also masked as a bed

YOLO11-seg n — YOLO11-seg nFails: misses the orange cat and the black cat

YOLO11-seg s

YOLO11-seg x

YOLO26-seg l

YOLO26-seg m

YOLO26-seg n — YOLO26-seg nFails: misses the orange cat

YOLO26-seg s

YOLO26-seg x

YOLOv8-seg l

YOLOv8-seg m

YOLOv8-seg n

YOLOv8-seg s

YOLOv8-seg x

Image matting

BEN2 base

BiRefNet general

BiRefNet hr

BiRefNet lite