It outperforms other detection methods, including DPM and R-CNN, when generalizing from natural images to other domains like artwork. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/15…

Finally, YOLO learns very general representations of objects. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物体検出タスクにおいて、CNNのアーキテクチャをシンプルにすること…

Compared to state-of-the-art detection systems, YOLO makes more localization errors but is less likely to predict false positives on background. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv…

A smaller version of the network, Fast YOLO, processes an astounding 155 frames per second while still achieving double the mAP of other real-time detectors. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" …

Our base YOLO model processes images in real-time at 45 frames per second. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物体検出タスクにおいて、CNNのアーキテクチャをシン…

Our unified architecture is extremely fast. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物体検出タスクにおいて、CNNのアーキテクチャをシンプルにすることで、Faster R-CNNに…

Since the whole detection pipeline is a single network, it can be optimized end-to-end directly on detection performance. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物…

A single neural network predicts bounding boxes and class probabilities directly from full images in one evaluation. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物体検出…

Instead, we frame object detection as a regression problem to spatially separated bounding boxes and associated class probabilities. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/150…

Prior work on object detection repurposes classifiers to perform detection. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物体検出タスクにおいて、CNNのアーキテクチャをシン…

We present YOLO, a new approach to object detection. Joseph Redmon, et al., "You Only Look Once: Unified, Real-Time Object Detection" https://arxiv.org/abs/1506.02640 物体検出タスクにおいて、CNNのアーキテクチャをシンプルにすることで、Faste…