MOT Challenge

MOT17-08-FRCNN

MOT17-01-DPM

MOT17-03-DPM

MOT17-06-DPM

MOT17-07-DPM

MOT17-08-DPM

MOT17-12-DPM

MOT17-14-DPM

MOT17-01-FRCNN

MOT17-03-FRCNN

MOT17-06-FRCNN

MOT17-07-FRCNN

MOT17-08-FRCNN

MOT17-12-FRCNN

MOT17-14-FRCNN

MOT17-01-SDP

MOT17-03-SDP

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Benchmark:

MOT17 |

Short name:

DGCT

Detector:

Public

Description:

Only train on MOT17 videos (not trained on Person ReID or other self-collected datasets)
Process in near online mode
No further post-processing schemes involved (may come in an upgraded version)

Reference:

CJY, HYW, KHW @ HRI-SH

Last submitted:

December 29, 2018 (5 years ago)

Published:

October 10, 2018 at 05:15:00 CET

Submissions:

Project page / code:

n/a

Open source:

Hardware:

i7 6700K, GTX 1080, python

Runtime:

7.0 Hz

Benchmark performance:

Sequence	MOTA	IDF1	HOTA	MT	ML	FP	FN	Rcll	Prcn	AssA	DetA	AssRe	AssPr	DetRe	DetPr	LocA	FAF	ID Sw.	Frag
MOT17	54.5	51.3	42.0	495 (21.0)	834 (35.4)	10,471	243,143	56.9	96.8	40.5	43.9	44.1	73.8	46.0	78.4	81.8	0.6	2,865 (50.3)	4,889 (85.9)

Detailed performance:

Sequence	MOTA	IDF1	HOTA	MT	ML	FP	FN	Rcll	Prcn	AssA	DetA	AssRe	AssPr	DetRe	DetPr	LocA	FAF	ID Sw.	Frag
MOT17-01-DPM	38.3	30.0	26.2	4	11	151	3,771	41.5	94.7	22.1	31.2	27.0	58.1	32.8	74.7	80.5	0.3	57	93
MOT17-01-FRCNN	41.1	37.0	33.3	6	10	349	3,423	46.9	89.7	31.6	35.4	35.7	73.1	38.0	72.7	81.1	0.8	28	62
MOT17-01-SDP	44.4	33.9	27.8	7	9	274	3,283	49.1	92.0	21.1	36.7	28.8	50.0	39.3	73.6	80.8	0.6	30	76
MOT17-03-DPM	61.1	53.8	43.5	39	21	1,952	38,462	63.3	97.1	39.1	48.8	42.1	74.7	51.2	78.7	81.7	1.3	292	785
MOT17-03-FRCNN	62.0	55.9	45.1	46	24	1,574	37,991	63.7	97.7	41.3	49.6	44.0	76.9	51.8	79.4	81.8	1.0	239	521
MOT17-03-SDP	77.2	64.2	52.4	76	13	928	22,630	78.4	98.9	46.2	59.9	50.8	72.5	63.0	79.4	81.8	0.6	261	634
MOT17-06-DPM	51.9	52.2	43.3	47	86	313	5,184	56.0	95.5	43.9	43.0	48.1	74.0	45.3	77.3	81.6	0.3	173	180
MOT17-06-FRCNN	56.1	53.9	43.3	59	61	550	4,382	62.8	93.1	40.0	47.3	47.0	65.7	50.9	75.4	81.4	0.5	245	257
MOT17-06-SDP	58.8	54.3	43.9	77	65	516	4,113	65.1	93.7	39.7	49.0	48.2	63.3	52.7	75.9	81.6	0.4	230	249
MOT17-07-DPM	45.6	44.7	35.3	7	21	326	8,764	48.1	96.1	34.1	36.9	35.9	76.3	38.6	77.1	81.1	0.7	98	223
MOT17-07-FRCNN	41.6	42.1	33.9	6	17	686	9,082	46.2	91.9	33.5	35.0	36.5	69.8	37.1	73.9	80.4	1.4	92	200
MOT17-07-SDP	51.7	48.0	38.7	15	14	482	7,562	55.2	95.1	36.5	41.4	38.8	74.0	43.9	75.6	80.9	1.0	107	218
MOT17-08-DPM	29.3	31.3	29.1	9	36	82	14,779	30.0	98.7	33.8	25.2	35.0	83.0	25.7	84.4	85.5	0.1	84	106
MOT17-08-FRCNN	27.3	31.1	29.1	9	37	286	14,974	29.1	95.6	35.5	24.0	36.7	85.3	24.7	81.1	84.5	0.5	97	119
MOT17-08-SDP	31.1	32.2	30.1	11	36	141	14,322	32.2	98.0	34.6	26.3	38.1	72.8	27.0	82.1	84.4	0.2	81	115
MOT17-12-DPM	46.0	54.9	45.1	17	44	105	4,550	47.5	97.5	53.0	38.4	56.8	79.1	39.9	81.9	84.5	0.1	25	43
MOT17-12-FRCNN	44.0	53.6	43.1	16	47	136	4,695	45.8	96.7	50.5	36.9	54.2	79.2	38.4	80.9	84.0	0.2	21	45
MOT17-12-SDP	47.5	56.7	46.5	16	50	50	4,484	48.3	98.8	55.3	39.2	60.0	78.4	40.4	82.8	84.3	0.1	19	31
MOT17-14-DPM	28.0	29.5	23.4	10	80	551	12,392	33.0	91.7	22.3	24.8	23.8	65.1	26.0	72.4	79.5	0.7	362	332
MOT17-14-FRCNN	28.1	35.8	26.3	9	80	464	12,689	31.3	92.6	30.0	23.2	32.8	65.4	24.2	71.5	78.6	0.6	137	267
MOT17-14-SDP	33.2	38.9	28.9	9	72	555	11,611	37.2	92.5	31.1	27.2	34.1	66.7	28.6	71.2	78.7	0.7	187	333

Raw data:

download

RTAT

DGCT

AFN17

DGCT: DGCT