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SotA/Computer Vision/Panoptic Segmentation

Panoptic Segmentation

111 benchmarks462 papers

Panoptic Segmentation is a computer vision task that combines semantic segmentation and instance segmentation to provide a comprehensive understanding of the scene. The goal of panoptic segmentation is to segment the image into semantically meaningful parts or regions, while also detecting and distinguishing individual instances of objects within those regions. In a given image, every pixel is assigned a semantic label, and pixels belonging to "things" classes (countable objects with instances, like cars and people) are assigned unique instance IDs. <span style="color:grey; opacity: 0.6">( Image credit: Detectron2 )</span>

Benchmarks

Panoptic Segmentation on COCO test-dev

Panoptic Segmentation on Cityscapes val

PQ mIoU AP PQth PQst RQ SQ

Panoptic Segmentation on COCO minival

PQ PQth PQst AP mIoU RQ SQ RQst RQth SQst SQth boxAP maskAP

Panoptic Segmentation on ADE20K val

Panoptic Segmentation on Mapillary val

PQ PQst PQth mIoU

Panoptic Segmentation on VIPSeg

Panoptic Segmentation on Cityscapes test

Panoptic Segmentation on Cityscapes-VPS

VPQ VPQ (thing)VPQ (stuff)

Panoptic Segmentation on LaRS

Panoptic Segmentation on KITTI-STEP

Panoptic Segmentation on S3DIS Area5

PQ RQ SQ Params (M)PQ (with stuff)RQ (with stuff)SQ (with stuff)

Panoptic Segmentation on ScanNetV2

PQ RQ SQ Params (M)

Panoptic Segmentation on Indian Driving Dataset

Panoptic Segmentation on KITTI Panoptic Segmentation

Panoptic Segmentation on PanNuke

Panoptic Segmentation on ScanNet

Panoptic Segmentation on PASTIS

Panoptic Segmentation on 4D-OR

Panoptic Segmentation on COCO panoptic

Panoptic Segmentation on MM-OR

Panoptic Segmentation on MUSES: MUlti-SEnsor Semantic perception dataset

Panoptic Segmentation on NYU Depth v2

Panoptic Segmentation on SemanticKITTI

PQ PQ_dagger PQst PQth RQ RQst RQth SQ SQst SQth mIoU

Panoptic Segmentation on ADE20K

Panoptic Segmentation on DALES

PQ RQ SQ Params (M)

Panoptic Segmentation on Hypersim

PQ PQ (test)mIoU mIoU (test)

Panoptic Segmentation on KITTI-360

PQ RQ SQ Params (M)

Panoptic Segmentation on PASTIS-R

Panoptic Segmentation on Panoptic nuScenes test

Panoptic Segmentation on Panoptic nuScenes val

Panoptic Segmentation on S3DIS

PQ RQ SQ PQ (with stuff)RQ (with stuff)SQ (with stuff)Params (M)

Panoptic Segmentation on SUN-RGBD