COCO-Stuff Benchmark

🔥🔥 Based on MMsegmentation 🔥🔥

COCO-Stuff 10k

DeepLabV3

config	mIoU last	mAcc last	eval last	mIoU best	mAcc best	eval best	download
deeplabv3_r101-d8_512x512_4x4_160k_coco_stuff10k	36.61	47.61	10	36.61	47.61	10	log | 20210707_152034.log.json
deeplabv3_r101-d8_512x512_4x4_20k_coco_stuff10k	37.3	49.38	10	37.3	49.38	10	log | 20210707_152034.log.json
deeplabv3_r101-d8_512x512_4x4_320k_coco_stuff10k	35.92	45.89	10	35.92	45.89	10	log | 20210707_152034.log.json
deeplabv3_r101-d8_512x512_4x4_40k_coco_stuff10k	37.81	49.98	10	37.81	49.98	10	log | 20210707_152034.log.json
deeplabv3_r101-d8_512x512_4x4_80k_coco_stuff10k	37.27	49.15	10	37.27	49.15	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_160k_coco_stuff10k	35.17	45.9	10	35.17	45.9	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_20k_coco_stuff10k	34.66	46.38	10	34.66	46.38	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_320k_coco_stuff10k	34.66	44.86	10	34.66	44.86	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_40k_coco_stuff10k	35.73	47.77	10	35.73	47.77	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_80k_coco_stuff10k	36.05	47.31	10	36.05	47.31	10	log | 20210707_152034.log.json

PSPNet

config	mIoU last	mAcc last	eval last	mIoU best	mAcc best	eval best	download
pspnet_r101-d8_512x512_4x4_160k_coco_stuff10k	36.74	47.91	10	36.74	47.91	10	log | 20210707_152034.log.json
pspnet_r101-d8_512x512_4x4_20k_coco_stuff10k	37.26	49.33	10	37.26	49.33	10	log | 20210707_152034.log.json
pspnet_r101-d8_512x512_4x4_320k_coco_stuff10k	35.15	45.99	10	35.15	45.99	10	log | 20210707_152034.log.json
pspnet_r101-d8_512x512_4x4_40k_coco_stuff10k	37.76	49.65	10	37.76	49.65	10	log | 20210707_152034.log.json
pspnet_r101-d8_512x512_4x4_80k_coco_stuff10k	37.43	49.03	10	37.43	49.03	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_160k_coco_stuff10k	36.16	47.03	10	36.16	47.03	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_20k_coco_stuff10k	35.69	47.04	10	35.69	47.04	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_320k_coco_stuff10k	34.44	44.78	10	34.44	44.78	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_40k_coco_stuff10k	36.33	47.72	10	36.33	47.72	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_80k_coco_stuff10k	35.86	47.1	10	35.86	47.1	10	log | 20210707_152034.log.json

COCO-Stuff 164k

DeepLabV3

config	mIoU last	mAcc last	eval last	mIoU best	mAcc best	eval best	download
deeplabv3_r101-d8_512x512_4x4_160k_coco_stuff164k	41.82	54.63	10	41.82	54.63	10	log | 20210707_152034.log.json
deeplabv3_r101-d8_512x512_4x4_320k_coco_stuff164k	42.61	55.24	10	42.61	55.24	10	log | 20210707_152034.log.json
deeplabv3_r101-d8_512x512_4x4_80k_coco_stuff164k	40.87	53.8	10	40.87	53.8	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_160k_coco_stuff164k	41.09	53.37	10	41.09	53.37	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_320k_coco_stuff164k	41.37	53.82	10	41.37	53.82	10	log | 20210707_152034.log.json
deeplabv3_r50-d8_512x512_4x4_80k_coco_stuff164k	39.38	51.76	10	39.38	51.76	10	log | 20210707_152034.log.json

PSPNet

config	mIoU last	mAcc last	eval last	mIoU best	mAcc best	eval best	download
pspnet_r101-d8_512x512_4x4_160k_coco_stuff164k	41.28	53.73	10	41.28	53.73	10	log | 20210707_152034.log.json
pspnet_r101-d8_512x512_4x4_320k_coco_stuff164k	41.95	54.42	10	41.95	54.42	10	log | 20210707_152034.log.json
pspnet_r101-d8_512x512_4x4_80k_coco_stuff164k	40.34	52.96	10	40.34	52.96	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_160k_coco_stuff164k	39.64	51.78	10	39.64	51.78	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_320k_coco_stuff164k	40.53	52.53	10	40.53	52.53	10	log | 20210707_152034.log.json
pspnet_r50-d8_512x512_4x4_80k_coco_stuff164k	38.8	51.07	10	38.8	51.07	10	log | 20210707_152034.log.json