4 papers
MI-DETR: An Object Detection Model with Multi-time Inquiries Mechanism
Zhixiong Nan, Xianghong Li, Jifeng Dai +1
Based on analyzing the character of cascaded decoder architecture commonly adopted in existing DETR-like models, this paper proposes a new decoder architecture. The cascaded decode…
On-Road Object Importance Estimation: A New Dataset and A Model with Multi-Fold Top-Down Guidance
Zhixiong Nan, Yilong Chen, Tianfei Zhou +1
This paper addresses the problem of on-road object importance estimation, which utilizes video sequences captured from the driver's perspective as the input. Although this problem…
FBLNet: FeedBack Loop Network for Driver Attention Prediction
Yilong Chen, Zhixiong Nan, Tao Xiang
The problem of predicting driver attention from the driving perspective is gaining increasing research focus due to its remarkable significance for autonomous driving and assisted…
DI-MaskDINO: A Joint Object Detection and Instance Segmentation Model
Zhixiong Nan, Xianghong Li, Tao Xiang +1
This paper is motivated by an interesting phenomenon: the performance of object detection lags behind that of instance segmentation (i.e., performance imbalance) when investigating…