GLMBFairMOT: Visual multi-object tracking with re-identification and occlusion handling using labeled random finite sets


Video not available.

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.

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.

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.

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.

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

Benchmark:

MOT16 | MOT17 | MOT20 |

Short name:

GLMBFairMOT

Detector:

Private

Description:

Visual multi-object tracking with re-identification and occlusion handling using labeled random finite sets

Reference:

L. Van Ma, T. Nguyen, C. Shim, D. Kim, N. Ha, M. Jeon. Visual multi-object tracking with re-identification and occlusion handling using labeled random finite sets. In Pattern Recognition, 2024.

Last submitted:

August 30, 2024 (1 month ago)

Published:

August 30, 2024 at 07:48:06 CET

Submissions:

1

Open source:

No

Hardware:

CPU AMD Ryzen Threadripper 2950X 16-Core Processor

Runtime:

218.1 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1773.971.558.91,008 (42.8)399 (16.9)25,116118,98978.994.757.460.663.275.865.578.583.31.43,255 (0.0)5,976 (0.0)

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-DPM59.565.852.71062292,34063.794.757.648.460.381.351.776.982.40.54277
MOT17-01-FRCNN59.565.852.71062292,34063.794.757.648.460.381.351.776.982.40.54277
MOT17-01-SDP59.565.852.71062292,34063.794.757.648.460.381.351.776.982.40.54277
MOT17-03-DPM89.181.167.812812,8148,39892.097.263.372.969.578.277.581.984.41.9161456
MOT17-03-FRCNN89.181.167.812812,8148,39892.097.263.372.969.578.277.581.984.41.9161456
MOT17-03-SDP89.181.167.812812,8148,39892.097.263.372.969.578.277.581.984.41.9161456
MOT17-06-DPM62.666.853.584467023,51970.192.253.953.261.872.758.176.383.00.6189215
MOT17-06-FRCNN62.666.853.584467023,51970.192.253.953.261.872.758.176.383.00.6189215
MOT17-06-SDP62.666.853.584467023,51970.192.253.953.261.872.758.176.383.00.6189215
MOT17-07-DPM65.063.150.02721,2484,49673.490.946.753.951.071.359.874.182.22.5171324
MOT17-07-FRCNN65.063.150.02721,2484,49673.490.946.753.951.071.359.874.182.22.5171324
MOT17-07-SDP65.063.150.02721,2484,49673.490.946.753.951.071.359.874.182.22.5171324
MOT17-08-DPM44.542.936.020171,09110,37750.990.834.238.437.666.241.473.881.81.7265387
MOT17-08-FRCNN44.542.936.020171,09110,37750.990.834.238.437.666.241.473.881.81.7265387
MOT17-08-SDP44.542.936.020171,09110,37750.990.834.238.437.666.241.473.881.81.7265387
MOT17-12-DPM57.166.651.426273813,28662.193.456.747.059.880.850.576.082.40.448118
MOT17-12-FRCNN57.166.651.426273813,28662.193.456.747.059.880.850.576.082.40.448118
MOT17-12-SDP57.166.651.426273813,28662.193.456.747.059.880.850.576.082.40.448118
MOT17-14-DPM49.354.940.241341,9077,24760.885.540.041.145.464.446.265.077.12.5209415
MOT17-14-FRCNN49.354.940.241341,9077,24760.885.540.041.145.464.446.265.077.12.5209415
MOT17-14-SDP49.354.940.241341,9077,24760.885.540.041.145.464.446.265.077.12.5209415

Raw data:


GLMBFairMOT