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Visual semantic segmentation based on few/zero-shot learning: An overview
Visual semantic segmentation aims at separating a visual sample into diverse blocks with
specific semantic attributes and identifying the category for each block, and it plays a crucial …
specific semantic attributes and identifying the category for each block, and it plays a crucial …
A comprehensive review of modern object segmentation approaches
Image segmentation is the task of associating pixels in an image with their respective object
class labels. It has a wide range of applications in many industries including healthcare …
class labels. It has a wide range of applications in many industries including healthcare …
Audio–visual segmentation
We propose to explore a new problem called audio-visual segmentation (AVS), in which the
goal is to output a pixel-level map of the object (s) that produce sound at the time of the …
goal is to output a pixel-level map of the object (s) that produce sound at the time of the …
Depth-aware test-time training for zero-shot video object segmentation
Abstract Zero-shot Video Object Segmentation (ZSVOS) aims at segmenting the primary
moving object without any human annotations. Mainstream solutions mainly focus on …
moving object without any human annotations. Mainstream solutions mainly focus on …
Full-duplex strategy for video object segmentation
Appearance and motion are two important sources of information in video object
segmentation (VOS). Previous methods mainly focus on using simplex solutions, lowering …
segmentation (VOS). Previous methods mainly focus on using simplex solutions, lowering …
Self-supervised video object segmentation by motion grou**
Animals have evolved highly functional visual systems to understand motion, assisting
perception even under complex environments. In this paper, we work towards develo** a …
perception even under complex environments. In this paper, we work towards develo** a …
A unified transformer framework for group-based segmentation: Co-segmentation, co-saliency detection and video salient object detection
Humans tend to mine objects by learning from a group of images or several frames of video
since we live in a dynamic world. In the computer vision area, many researchers focus on co …
since we live in a dynamic world. In the computer vision area, many researchers focus on co …
Multimodal variational auto-encoder based audio-visual segmentation
Abstract We propose an Explicit Conditional Multimodal Variational Auto-Encoder
(ECMVAE) for audio-visual segmentation (AVS), aiming to segment sound sources in the …
(ECMVAE) for audio-visual segmentation (AVS), aiming to segment sound sources in the …
Catr: Combinatorial-dependence audio-queried transformer for audio-visual video segmentation
Audio-visual video segmentation (AVVS) aims to generate pixel-level maps of sound-
producing objects within image frames and ensure the maps faithfully adheres to the given …
producing objects within image frames and ensure the maps faithfully adheres to the given …
Hierarchical feature alignment network for unsupervised video object segmentation
Optical flow is an easily conceived and precious cue for advancing unsupervised video
object segmentation (UVOS). Most of the previous methods directly extract and fuse the …
object segmentation (UVOS). Most of the previous methods directly extract and fuse the …