| VideoSEG-O3: A Multi-turn Reinforcement Learning Framework for Reasoning Video Object Segmentation added by Syntology |
2026-06 (from id) |
Dmmm1997/VideoSEG-O3/projects/open_r1/trainer/sam_loss.py 27e0ec37f99eb303 |
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Apache-2.0 (permissive) |
| Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization added by Syntology |
2026-06 (from id) |
phoenixnir/FLAME/FLAME/utils/metrics.py 4b288128e226ab9f |
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| Prototype-Grounded Concept Models for Verifiable Concept Alignment added by Syntology |
2026-04 (from id) |
daviddebot/PGCM/model.py 1d289b2010985269 |
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Apache-2.0 (permissive) |
| Prototype-Grounded Concept Models for Verifiable Concept Alignment added by Syntology |
2026-04 (from id) |
daviddebot/PGCM/pretrain_segmenter.py 88cec5163f22f7e0 |
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Apache-2.0 (permissive) |
| From Masks to Pixels and Meaning: A New Taxonomy, Benchmark, and Metrics for VLM Image Tampering added by Syntology |
2026-03 (from id) |
VILA-Lab/PIXAR/model/PIXAR.py b320489855b18380 |
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MIT (permissive) |
| Learning Dynamic Collaborative Network for Semi-supervised 3D Vessel Segmentation added by Syntology |
2026-01 (from id) |
xujiaommcome/DiCo/code/descriminator.py 3b7a6c9a11f5bf8c |
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2026-01 (from id) |
wjj1wjj/Nodule-DETR/Nodule-DETR/models/segmentation.py ac8fe530cdad4d8c |
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| Robust Ego-Exo Correspondence with Long-Term Memory added by Syntology |
2025-10 (from id) |
juneyeeHu/LM-EEC/training/loss_fns.py e473e66fedc883c7 |
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| UGround: Towards Unified Visual Grounding with Unrolled Transformers added by Syntology |
2025-10 (from id) |
rui-qian/UGround/model/UGround.py a1c2083ec2eaeb22 |
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Apache-2.0 (permissive) |
| UGround: Towards Unified Visual Grounding with Unrolled Transformers added by Syntology |
2025-10 (from id) |
rui-qian/UGround/model/GSVA.py 6ec47ecac3fe27fc |
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Apache-2.0 (permissive) |
| Learning to Look: Cognitive Attention Alignment with Vision-Language Models added by Syntology |
2025-09 (from id) |
ryanlyang/LearningToLook/code/WeCLIPPlus/WeCLIP_Plus/dice_loss.py 1318e10e47a11362 |
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| Hierarchical Visual Prompt Learning for Continual Video Instance Segmentation added by Syntology |
2025-08 (from id) |
JiahuaDong/HVPL/hvpl/modeling/vita_criterion.py 89f75e54ff128be0 |
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Apache-2.0 (permissive) |
| arXiv:2507.19993 |
2025-07 (from id) |
Howardkhh/FROSS/EGTR/model/util.py ca18559102973d9c |
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Apache-2.0 (permissive) |
| SCORE: Scene Context Matters in Open-Vocabulary Remote Sensing Instance Segmentation |
17 Jul 2025 |
HuangShiqi128/SCORE/score/modeling/criterion.py 89f75e54ff128be0 |
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Apache-2.0 (permissive) |
| Disentangling Instance and Scene Contexts for 3D Semantic Scene Completion |
11 Jul 2025 |
Enyu-Liu/DISC/maskdino/models/criterion.py 89f75e54ff128be0 |
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| Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning |
27 Jun 2025 |
geshang777/FOCUS/focus/modeling/criterion.py 89f75e54ff128be0 |
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Apache-2.0 (permissive) |
| Towards In-the-wild 3D Plane Reconstruction from a Single Image |
3 Jun 2025 |
jcliu0428/ZeroPlane/ZeroPlane/modeling/criterion.py 89f75e54ff128be0 |
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MIT (permissive) |
| Disambiguating Reference in Visually Grounded Dialogues through Joint Modeling of Textual and Multimodal Semantic Structures |
16 May 2025 |
ashkamath/mdetr/models/segmentation.py ac8fe530cdad4d8c |
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| Perception Encoder: The best visual embeddings are not at the output of the network |
17 Apr 2025 |
facebookresearch/perception_models/apps/detection/DETA_pe/models/segmentation.py ac8fe530cdad4d8c |
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| OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer |
13 Mar 2025 |
jinyanglii/OVTR/ovtr/models/segmentation.py ac8fe530cdad4d8c |
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| PISA Experiments: Exploring Physics Post-Training for Video Diffusion Models by Watching Stuff Drop |
12 Mar 2025 |
vision-x-nyu/pisa-experiments/sam2/training/loss_fns.py e473e66fedc883c7 |
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| GeoPixel: Pixel Grounding Large Multimodal Model in Remote Sensing |
23 Jan 2025 |
mbzuai-oryx/geopixel/model/geopixel.py a1c2083ec2eaeb22 |
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| SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model |
5 Dec 2024 |
identical code first harvested elsewhere a1c2083ec2eaeb22 |
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| TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation |
4 Dec 2024 |
ruohaoguo/avis/avism/modeling/avism_criterion.py 89f75e54ff128be0 |
unverified |
MIT (permissive) |
| A Distractor-Aware Memory for Visual Object Tracking with SAM2 |
26 Nov 2024 |
jovanavidenovic/dam4sam/training/loss_fns.py e473e66fedc883c7 |
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| Hierarchical Uncertainty Estimation for Learning-based Registration in Neuroimaging |
11 Oct 2024 |
HuXiaoling/Regre4Regis/utilities.py 398c327fcb4cf242 |
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MIT (permissive) |
| A Simple Image Segmentation Framework via In-Context Examples |
7 Oct 2024 |
aim-uofa/SINE/sine/model/criterion.py d50eb3fbba28dbbf |
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| One Token to Seg Them All: Language Instructed Reasoning Segmentation in Videos |
29 Sep 2024 |
showlab/videolisa/model/VideoLISA.py a1c2083ec2eaeb22 |
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| ENACT: Entropy-based Clustering of Attention Input for Improving the Computational Performance of Object Detection Transformers |
11 Sep 2024 |
gsavathrakis/enact/Anchor-DETR-ENACT/models/segmentation.py ac8fe530cdad4d8c |
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| PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation |
8 Sep 2024 |
axi404/pmt/code/utils/losses.py 9f3489c005e0165d |
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| Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning |
15 Aug 2024 |
jinlab-imvr/surgical-sam-2/training/loss_fns.py e473e66fedc883c7 |
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Apache-2.0 (permissive) |
| An Efficient and Effective Transformer Decoder-Based Framework for Multi-Task Visual Grounding |
2 Aug 2024 |
chenwei746/eevg/utils/loss_utils.py f1cc2143d1c43e52 |
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| Boosting Gaze Object Prediction via Pixel-level Supervision from Vision Foundation Model |
2 Aug 2024 |
jinyang06/SamGOP/maskGOP/modeling/criterion.py 89f75e54ff128be0 |
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Apache-2.0 (permissive) |
| SAM 2: Segment Anything in Images and Videos |
1 Aug 2024 |
bowang-lab/medsam2/training/loss_fns.py e473e66fedc883c7 |
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Apache-2.0 (permissive) |
| Strike the Balance: On-the-Fly Uncertainty based User Interactions for Long-Term Video Object Segmentation |
31 Jul 2024 |
vujas-eteph/lazyxmem/model/losses.py 3903fb53c9bc4ae2 |
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| PartGLEE: A Foundation Model for Recognizing and Parsing Any Objects |
23 Jul 2024 |
ProvenceStar/PartGLEE/projects/PartGLEE/partglee/models/criterion.py 89f75e54ff128be0 |
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| PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates |
20 Jul 2024 |
jun-jie-shi/passion/code/utils/criterions.py 672eefec7e9131bc |
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Apache-2.0 (permissive) |
| VISA: Reasoning Video Object Segmentation via Large Language Models |
16 Jul 2024 |
cilinyan/VISA/model/VISA.py b8878eaf16856897 |
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| Part2Object: Hierarchical Unsupervised 3D Instance Segmentation |
14 Jul 2024 |
chengshiest/part2object/models/criterion.py b270cbbfbd5c7d44 |
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MIT (permissive) |
| TASeg: Temporal Aggregation Network for LiDAR Semantic Segmentation |
13 Jul 2024 |
LittlePey/TASeg/pcseg/loss/ell_loss.py ea9c7bcb55c7fd48 |
unverified |
Apache-2.0 (permissive) |
| ActionVOS: Actions as Prompts for Video Object Segmentation |
10 Jul 2024 |
ut-vision/ActionVOS/RF_ActionVOS/segmentation.py ac8fe530cdad4d8c |
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| EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model |
28 Jun 2024 |
identical code first harvested elsewhere a1c2083ec2eaeb22 |
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| Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation |
17 Jun 2024 |
zbf1991/WeCLIP/WeCLIP+/WeCLIP_Plus/dice_loss.py 1318e10e47a11362 |
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| Open-Vocabulary Semantic Segmentation with Image Embedding Balancing |
14 Jun 2024 |
slonetime/EBSeg/ebseg/model/criterion.py 89f75e54ff128be0 |
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MIT (permissive) |
| ControlVAR: Exploring Controllable Visual Autoregressive Modeling |
14 Jun 2024 |
lxa9867/ControlVAR/losses/dice.py 462717b2dbf64e04 |
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| Bootstrapping Referring Multi-Object Tracking |
7 Jun 2024 |
zyn213/temprmot/models/segmentation.py ac8fe530cdad4d8c |
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| Cascade-CLIP: Cascaded Vision-Language Embeddings Alignment for Zero-Shot Semantic Segmentation |
2 Jun 2024 |
hvision-nku/cascade-clip/models/losses/criterion.py 016dba4163da28df |
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MIT (permissive) |
| Instruction-Guided Visual Masking |
30 May 2024 |
2toinf/ivm/model/IVM.py d91fd9b31c41684e |
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Apache-2.0 (permissive) |
| SEMv3: A Fast and Robust Approach to Table Separation Line Detection |
20 May 2024 |
Chunchunwumu/SEMv3/libs/model/merge_head.py f902a15e913442d6 |
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Apache-2.0 (permissive) |
| Grounded 3D-LLM with Referent Tokens |
16 May 2024 |
OpenRobotLab/Grounded_3D-LLM/models/criterion.py 89f75e54ff128be0 |
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| Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference |
9 May 2024 |
lzhxmu/vtw/LISA-VTW/LISA.py a1c2083ec2eaeb22 |
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| DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions |
23 Apr 2024 |
zhangye-zoe/dawn/src/dawn/training/losses.py fc1bba53a03515e6 |
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| Progressive Token Length Scaling in Transformer Encoders for Efficient Universal Segmentation |
23 Apr 2024 |
abhishekaich27/proscale-pytorch/mask2former/modeling/criterion.py 89f75e54ff128be0 |
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| Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation |
13 Apr 2024 |
MQinghe/MiDSS/code/utils/losses.py 9f3489c005e0165d |
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Apache-2.0 (permissive) |
| LaSagnA: Language-based Segmentation Assistant for Complex Queries |
12 Apr 2024 |
congvvc/lasagna/model/LaSagnA.py a1c2083ec2eaeb22 |
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Apache-2.0 (permissive) |
| CoReS: Orchestrating the Dance of Reasoning and Segmentation |
8 Apr 2024 |
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| Decoupling Static and Hierarchical Motion Perception for Referring Video Segmentation |
4 Apr 2024 |
heshuting555/DsHmp/dshmp/modeling/vita_criterion.py 89f75e54ff128be0 |
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| EGTR: Extracting Graph from Transformer for Scene Graph Generation |
2 Apr 2024 |
naver-ai/egtr/model/util.py ca18559102973d9c |
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Apache-2.0 (permissive) |
| Disentangled Pre-training for Human-Object Interaction Detection |
2 Apr 2024 |
xingaoli/DP-HOI/models/segmentation.py ac8fe530cdad4d8c |
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Apache-2.0 (permissive) |
| HAHA: Highly Articulated Gaussian Human Avatars with Textured Mesh Prior |
1 Apr 2024 |
david-svitov/haha/criteria/dice_loss.py 63569c4b9e137986 |
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BSD-3-Clause (permissive) |
| Temporally Consistent Referring Video Object Segmentation with Hybrid Memory |
28 Mar 2024 |
bo-miao/HTR/models/segmentation.py ac8fe530cdad4d8c |
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MIT (permissive) |
| ReMamber: Referring Image Segmentation with Mamba Twister |
26 Mar 2024 |
yyh-rain-song/ReMamber/model/utils.py d7e43aa7f7423fd2 |
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| OTSeg: Multi-prompt Sinkhorn Attention for Zero-Shot Semantic Segmentation |
21 Mar 2024 |
cubeyoung/OTSeg/models/losses/criterion.py 016dba4163da28df |
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| $V_kD:$ Improving Knowledge Distillation using Orthogonal Projections |
10 Mar 2024 |
roymiles/vkd/vidt/methods/vidt/criterion.py 896fc4d5053e27de |
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| PEEB: Part-based Image Classifiers with an Explainable and Editable Language Bottleneck |
8 Mar 2024 |
anguyen8/peeb/src/owlvit_cls.py ca18559102973d9c |
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MIT (permissive) |
| Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception |
5 Mar 2024 |
jwh97nn/AnyRef/model/anyref.py a47ff1b448a12bae |
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Apache-2.0 (permissive) |
| PEM: Prototype-based Efficient MaskFormer for Image Segmentation |
29 Feb 2024 |
niccolocavagnero/pem/pem/modeling/criterion.py 89f75e54ff128be0 |
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| UniVS: Unified and Universal Video Segmentation with Prompts as Queries |
28 Feb 2024 |
minghanli/univs/univs/modeling/video_criterion.py 63d3c6e9af5b08f8 |
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| UniVS: Unified and Universal Video Segmentation with Prompts as Queries |
28 Feb 2024 |
minghanli/univs/univs/modeling/video_criterion_prompt.py 535792a3fc3afb99 |
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| VRP-SAM: SAM with Visual Reference Prompt |
27 Feb 2024 |
syp2ysy/VRP-SAM/model/VRP_encoder.py d0e1858cb2c37a0a |
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| AlignMiF: Geometry-Aligned Multimodal Implicit Field for LiDAR-Camera Joint Synthesis |
27 Feb 2024 |
tangtaogo/alignmif/lidarnvs/unet.py 02b5df44eb5c21a3 |
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MIT (permissive) |
| TransGOP: Transformer-Based Gaze Object Prediction |
21 Feb 2024 |
chenxi-Guo/TransGOP/models/TransGOP/segmentation.py ac8fe530cdad4d8c |
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Apache-2.0 (permissive) |
| SU-SAM: A Simple Unified Framework for Adapting Segment Anything Model in Underperformed Scenes |
31 Jan 2024 |
zongzi13545329/simada/function.py e3af122bc0159d3b |
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| Symbol as Points: Panoptic Symbol Spotting via Point-based Representation |
19 Jan 2024 |
nicehuster/sympoint/svgnet/model/criterion.py 89f75e54ff128be0 |
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| Supervised Fine-tuning in turn Improves Visual Foundation Models |
18 Jan 2024 |
tencentarc/visft/mmf/models/visft/segment_criterion.py 89f75e54ff128be0 |
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Apache-2.0 (permissive) |
| MS-DETR: Efficient DETR Training with Mixed Supervision |
8 Jan 2024 |
atten4vis/ms-detr/models/segmentation.py ac8fe530cdad4d8c |
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Apache-2.0 (permissive) |
| ODIN: A Single Model for 2D and 3D Segmentation |
4 Jan 2024 |
ayushjain1144/odin/odin/modeling/criterion.py 89f75e54ff128be0 |
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MIT (permissive) |
| LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model |
28 Dec 2023 |
dvlab-research/lisa/model/LISA.py a1c2083ec2eaeb22 |
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| Fully Sparse 3D Occupancy Prediction |
28 Dec 2023 |
mcg-nju/sparseocc/models/loss_utils.py 7649978f7463b1e8 |
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Apache-2.0 (permissive) |
| UniRef++: Segment Every Reference Object in Spatial and Temporal Spaces |
25 Dec 2023 |
foundationvision/uniref/projects/UniRef/uniref/models/uniref_sam.py a1c2083ec2eaeb22 |
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| GSVA: Generalized Segmentation via Multimodal Large Language Models |
15 Dec 2023 |
leaplabthu/gsva/model/losses.py 6ec47ecac3fe27fc |
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Apache-2.0 (permissive) |
| Collaborating Foundation Models for Domain Generalized Semantic Segmentation |
15 Dec 2023 |
yasserben/clouds/clouds/modeling/criterion.py 89f75e54ff128be0 |
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Apache-2.0 (permissive) |
| OccNeRF: Advancing 3D Occupancy Prediction in LiDAR-Free Environments |
14 Dec 2023 |
linshan-bin/occnerf/utils/loss_metric.py 312d0b280585eb7a |
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| General Object Foundation Model for Images and Videos at Scale |
14 Dec 2023 |
FoundationVision/GLEE/projects/GLEE/glee/models/criterion.py 89f75e54ff128be0 |
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MIT (permissive) |
| TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation |
11 Dec 2023 |
rkzheng99/TMT-VIS/tmt/modeling/tmt_criterion.py 89f75e54ff128be0 |
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| Open-Vocabulary Segmentation with Semantic-Assisted Calibration |
7 Dec 2023 |
workforai/scan/scan/modeling/criterion.py 89f75e54ff128be0 |
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| Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature Fields |
6 Dec 2023 |
keloee/maskfield/models/losses.py 016dba4163da28df |
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MIT (permissive) |
| PixelLM: Pixel Reasoning with Large Multimodal Model |
4 Dec 2023 |
maverickren/pixellm/model/PixelLM.py a1c2083ec2eaeb22 |
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| PaSCo: Urban 3D Panoptic Scene Completion with Uncertainty Awareness |
4 Dec 2023 |
astra-vision/PaSCo/pasco/loss/losses.py 8010b313d3130ef8 |
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| u-LLaVA: Unifying Multi-Modal Tasks via Large Language Model |
9 Nov 2023 |
OPPOMKLab/u-LLaVA/models/loss.py faf023207d110281 |
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Apache-2.0 (permissive) |
| Mask Propagation for Efficient Video Semantic Segmentation |
29 Oct 2023 |
ziplab/MPVSS/mask2former/modeling/criterion.py 89f75e54ff128be0 |
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| Putting the Object Back into Video Object Segmentation |
19 Oct 2023 |
hkchengrex/Cutie/cutie/model/losses.py 0b4dc556327d69e6 |
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MIT (permissive) |
| Exploring Counterfactual Alignment Loss towards Human-centered AI |
3 Oct 2023 |
lmz123321/Causal_alignment/DDSM/loss/loss.py 1343a534202417dc |
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| Learning Mask-aware CLIP Representations for Zero-Shot Segmentation |
30 Sep 2023 |
jiaosiyu1999/MAFT-Plus/maft/modeling/criterion.py 89f75e54ff128be0 |
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MIT (permissive) |
| 3D Indoor Instance Segmentation in an Open-World |
25 Sep 2023 |
aminebdj/3D-OWIS/models/criterion.py 89f75e54ff128be0 |
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MIT (permissive) |
| Detect Everything with Few Examples |
22 Sep 2023 |
mlzxy/devit/detectron2/modeling/meta_arch/devit_update.py 89f75e54ff128be0 |
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MIT (permissive) |
| UniSeg: A Unified Multi-Modal LiDAR Segmentation Network and the OpenPCSeg Codebase |
11 Sep 2023 |
PJLab-ADG/PCSeg/pcseg/loss/ell_loss.py ea9c7bcb55c7fd48 |
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| Tracking Anything with Decoupled Video Segmentation |
7 Sep 2023 |
hkchengrex/Tracking-Anything-with-DEVA/deva/model/losses.py 0d2e632209183345 |
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| Contrastive Grouping with Transformer for Referring Image Segmentation |
2 Sep 2023 |
toneyaya/cgformer/model/segmenter.py 206e880de1f589bc |
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MIT (permissive) |
| Referring Image Segmentation Using Text Supervision |
28 Aug 2023 |
fawnliu/tris/loss/seg_loss.py e93b4ea79270bbd0 |
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| RLIPv2: Fast Scaling of Relational Language-Image Pre-training |
18 Aug 2023 |
jacobyuan7/ocn-hoi-benchmark/models/segmentation.py ac8fe530cdad4d8c |
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Apache-2.0 (permissive) |
| SurgicalSAM: Efficient Class Promptable Surgical Instrument Segmentation |
17 Aug 2023 |
wenxi-yue/surgicalsam/surgicalSAM/loss.py 27cddc06d6605b4e |
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MIT (permissive) |
| MeViS: A Large-scale Benchmark for Video Segmentation with Motion Expressions |
16 Aug 2023 |
henghuiding/MeViS/lmpm/modeling/vita_criterion.py 89f75e54ff128be0 |
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MIT (permissive) |