SOTAVerified

Instance Segmentation

Instance Segmentation is a computer vision task that involves identifying and separating individual objects within an image, including detecting the boundaries of each object and assigning a unique label to each object. The goal of instance segmentation is to produce a pixel-wise segmentation map of the image, where each pixel is assigned to a specific object instance.

Image Credit: Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers, CVPR'21

Papers

Showing 751800 of 2262 papers

TitleStatusHype
All in Tokens: Unifying Output Space of Visual Tasks via Soft TokenCode1
Fast and Efficient Transformer-based Method for Bird's Eye View Instance PredictionCode1
CEDNet: A Cascade Encoder-Decoder Network for Dense PredictionCode1
Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and trackingCode1
Instance Segmentation and Teeth Classification in Panoramic X-raysCode1
High-Quality Unknown Object Instance Segmentation via Quadruple Boundary Error RefinementCode1
Indoor Panorama Planar 3D Reconstruction via Divide and ConquerCode1
Instance As Identity: A Generic Online Paradigm for Video Instance SegmentationCode1
ASF-YOLO: A Novel YOLO Model with Attentional Scale Sequence Fusion for Cell Instance SegmentationCode1
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANsCode1
CHEX: CHannel EXploration for CNN Model CompressionCode1
FcaNet: Frequency Channel Attention NetworksCode1
CholecInstanceSeg: A Tool Instance Segmentation Dataset for Laparoscopic SurgeryCode1
Scaling Graph Convolutions for Mobile VisionCode1
Decoupling Classifier for Boosting Few-shot Object Detection and Instance SegmentationCode1
Incremental Few-Shot Instance SegmentationCode1
Instance Brownian Bridge as Texts for Open-vocabulary Video Instance SegmentationCode1
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering BandwidthCode1
DCT-Mask: Discrete Cosine Transform Mask Representation for Instance SegmentationCode1
A Weakly Supervised Amodal Segmenter with Boundary Uncertainty EstimationCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
SegPrompt: Boosting Open-world Segmentation via Category-level Prompt LearningCode1
Fine-Grained Vehicle Perception via 3D Part-Guided Visual Data AugmentationCode1
FinnWoodlands DatasetCode1
Improving Video Instance Segmentation via Temporal Pyramid RoutingCode1
FipTR: A Simple yet Effective Transformer Framework for Future Instance Prediction in Autonomous DrivingCode1
Classification Calibration for Long-tail Instance SegmentationCode1
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot InteractionCode1
Fully Sparse Fusion for 3D Object DetectionCode1
AutoSweep: Recovering 3D Editable Objectsfrom a Single PhotographCode1
FoodSAM: Any Food SegmentationCode1
Classifying Breast Histopathology Images with a Ductal Instance-Oriented PipelineCode1
Algorithm-hardware Co-design for Deformable ConvolutionCode1
Forest R-CNN: Large-Vocabulary Long-Tailed Object Detection and Instance SegmentationCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
SepViT: Separable Vision TransformerCode1
SGIFormer: Semantic-guided and Geometric-enhanced Interleaving Transformer for 3D Instance SegmentationCode1
FourierNet: Compact mask representation for instance segmentation using differentiable shape decodersCode1
SHRED: 3D Shape Region Decomposition with Learned Local OperationsCode1
Auto-Panoptic: Cooperative Multi-Component Architecture Search for Panoptic SegmentationCode1
CLIP-VIS: Adapting CLIP for Open-Vocabulary Video Instance SegmentationCode1
HS-ResNet: Hierarchical-Split Block on Convolutional Neural NetworkCode1
FreePoint: Unsupervised Point Cloud Instance SegmentationCode1
SipMask: Spatial Information Preservation for Fast Image and Video Instance SegmentationCode1
FsaNet: Frequency Self-attention for Semantic SegmentationCode1
Segmenting Known Objects and Unseen Unknowns without Prior KnowledgeCode1
Inception Convolution with Efficient Dilation SearchCode1
SoftCTM: Cell detection by soft instance segmentation and consideration of cell-tissue interactionCode1
Hybrid Task Cascade for Instance SegmentationCode1
Instance Segmentation Challenge Track Technical Report, VIPriors Workshop at ICCV 2021: Task-Specific Copy-Paste Data Augmentation Method for Instance SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-HAP5080.8Unverified
2ResNeSt-200 (multi-scale)AP5070.2Unverified
3CenterMask + VoVNetV2-99 (multi-scale)AP5066.2Unverified
4CenterMask + VoVNetV2-57 (single-scale)AP5060.8Unverified
5Co-DETRmask AP57.1Unverified
6CBNetV2 (EVA02, single-scale)mask AP56.1Unverified
7ISDA (ResNet-50)APL55.7Unverified
8EVAmask AP55.5Unverified
9FD-SwinV2-Gmask AP55.4Unverified
10Mask Frozen-DETRmask AP55.3Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-BGFLOPs501Unverified
2Co-DETRmask AP56.6Unverified
3ViT-CoMer-L (Mask RCNN, DINOv2)mask AP55.9Unverified
4InternImage-Hmask AP55.4Unverified
5EVAmask AP55Unverified
6Mask Frozen-DETRmask AP54.9Unverified
7MasK DINO (SwinL, multi-scale)mask AP54.5Unverified
8ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)mask AP54.2Unverified
9GLEE-Promask AP54.2Unverified
10SwinV2-G (HTC++)mask AP53.7Unverified