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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Evaluation of MOVEX with <t> H.264 MVs </t> or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="250" height="auto" />
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Image Search Results


Evaluation of MOVEX with  H.264 MVs  or FlowNet2 optical flow [ <xref ref-type= 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique." width="100%" height="100%">

Journal: Journal of Imaging

Article Title: Motion Vector Extrapolation for Video Object Detection

doi: 10.3390/jimaging9070132

Figure Lengend Snippet: Evaluation of MOVEX with H.264 MVs or FlowNet2 optical flow [ 9 ] against baseline Faster R-CNN model across both MOT20 [ 14 ] and MOT16 [ 30 ] datasets. Additionally, two YOLOv4 models [ 1 ] trained on the COCO dataset [ 17 ] with varied input resolutions ( 416 × 416 and 960 × 960 ) demonstrate the accuracy gains possible without sacrificing inference latency when using the MOVEX technique.

Article Snippet: with MOVEX + H.264 MVs , , , .

Techniques: