{
 "updated": "2026-10-28",
 "papers": {
  "chirla2026": {
   "type": "article",
   "authors": [
    "Dominguez-Dager, Bessie",
    "Escalona, Felix",
    "Gomez-Donoso, Francisco",
    "Cazorla, Miguel"
   ],
   "title": "CHIRLA: Comprehensive High-resolution Identification and Re-identification for Large-scale Analysis",
   "venue": "Scientific Data",
   "year": 2026,
   "doi": "10.1038/s41597-025-06425-3",
   "pages": "109",
   "volume": "13"
  },
  "he2016resnet": {
   "type": "inproceedings",
   "authors": [
    "He, K.",
    "Zhang, X.",
    "Ren, S.",
    "Sun, J."
   ],
   "title": "Deep residual learning for image recognition",
   "venue": "CVPR",
   "year": 2016,
   "doi": "10.1109/CVPR.2016.90",
   "pages": "770--778"
  },
  "pan2018ibn": {
   "type": "inproceedings",
   "authors": [
    "Pan, X.",
    "Luo, P.",
    "Shi, J.",
    "Tang, X."
   ],
   "title": "Two at once: Enhancing learning and generalization capacities via IBN-Net",
   "venue": "ECCV",
   "year": 2018,
   "doi": "10.1007/978-3-030-01225-0_29",
   "pages": "484--500"
  },
  "liu2022convnext": {
   "type": "inproceedings",
   "authors": [
    "Liu, Z.",
    "others"
   ],
   "title": "A ConvNet for the 2020s",
   "venue": "CVPR",
   "year": 2022,
   "doi": "10.1109/CVPR52688.2022.01167",
   "pages": "11966--11976"
  },
  "maaz2022edgenext": {
   "type": "inproceedings",
   "authors": [
    "Maaz, M.",
    "others"
   ],
   "title": "EdgeNeXt: Efficiently amalgamated CNN-transformer architecture for mobile vision applications",
   "venue": "ECCV Workshops",
   "year": 2022,
   "doi": "10.1007/978-3-031-25082-8_1",
   "pages": "3--20"
  },
  "han2020ghostnet": {
   "type": "inproceedings",
   "authors": [
    "Han, K.",
    "others"
   ],
   "title": "GhostNet: More features from cheap operations",
   "venue": "CVPR",
   "year": 2020,
   "doi": "10.1109/CVPR42600.2020.00165",
   "pages": "1577--1586"
  },
  "dosovitskiy2021vit": {
   "type": "inproceedings",
   "authors": [
    "Dosovitskiy, A.",
    "others"
   ],
   "title": "An image is worth 16x16 words: Transformers for image recognition at scale",
   "venue": "ICLR",
   "year": 2021,
   "url": "https://arxiv.org/abs/2010.11929"
  },
  "liu2021swin": {
   "type": "inproceedings",
   "authors": [
    "Liu, Z.",
    "others"
   ],
   "title": "Swin Transformer: Hierarchical vision transformer using shifted windows",
   "venue": "ICCV",
   "year": 2021,
   "doi": "10.1109/ICCV48922.2021.00986",
   "pages": "9992--10002"
  },
  "yuan2023volo": {
   "type": "article",
   "authors": [
    "Yuan, L.",
    "Hou, Q.",
    "Jiang, Z.",
    "Feng, J.",
    "Yan, S."
   ],
   "title": "VOLO: Vision outlooker for visual recognition",
   "venue": "IEEE Transactions on Pattern Analysis and Machine Intelligence",
   "year": 2023,
   "doi": "10.1109/TPAMI.2022.3206108",
   "pages": "6575--6586",
   "volume": "45"
  },
  "vasu2023fastvit": {
   "type": "inproceedings",
   "authors": [
    "Anasosalu Vasu, P. K.",
    "Gabriel, J.",
    "Zhu, J.",
    "Tuzel, O.",
    "Ranjan, A."
   ],
   "title": "FastViT: A fast hybrid vision transformer using structural reparameterization",
   "venue": "ICCV",
   "year": 2023,
   "doi": "10.1109/ICCV51070.2023.00532",
   "pages": "5762--5772"
  },
  "wang2024repvit": {
   "type": "inproceedings",
   "authors": [
    "Wang, A.",
    "Chen, H.",
    "Lin, Z.",
    "Han, J.",
    "Ding, G."
   ],
   "title": "RepViT: Revisiting mobile CNN from ViT perspective",
   "venue": "CVPR",
   "year": 2024,
   "url": "https://arxiv.org/abs/2307.09283"
  },
  "wang2018mgn": {
   "type": "inproceedings",
   "authors": [
    "Wang, G.",
    "Yuan, Y.",
    "Chen, X.",
    "Li, J.",
    "Zhou, X."
   ],
   "title": "Learning discriminative features with multiple granularities for person re-identification",
   "venue": "ACM Multimedia",
   "year": 2018,
   "doi": "10.1145/3240508.3240552",
   "pages": "274--282"
  },
  "luo2019bot": {
   "type": "inproceedings",
   "authors": [
    "Luo, H.",
    "Gu, Y.",
    "Liao, X.",
    "Lai, S.",
    "Jiang, W."
   ],
   "title": "Bag of tricks and a strong baseline for deep person re-identification",
   "venue": "CVPR Workshops",
   "year": 2019,
   "doi": "10.1109/CVPRW.2019.00190",
   "pages": "1487--1495"
  },
  "ye2021agw": {
   "type": "article",
   "authors": [
    "Ye, M.",
    "others"
   ],
   "title": "Deep learning for person re-identification: A survey and outlook",
   "venue": "IEEE Transactions on Pattern Analysis and Machine Intelligence",
   "year": 2021,
   "doi": "10.1109/TPAMI.2021.3054775",
   "pages": "2872--2893",
   "volume": "44"
  },
  "he2023fastreid": {
   "type": "inproceedings",
   "authors": [
    "He, L.",
    "others"
   ],
   "title": "FastReID: A PyTorch toolbox for general instance re-identification",
   "venue": "ACM Multimedia",
   "year": 2023,
   "doi": "10.1145/3581783.3613460",
   "pages": "9664--9667"
  },
  "wieczorek2021centroids": {
   "type": "inproceedings",
   "authors": [
    "Wieczorek, M.",
    "Rychalska, B.",
    "Dąbrowski, J."
   ],
   "title": "On the unreasonable effectiveness of centroids in image retrieval",
   "venue": "ICONIP",
   "year": 2021,
   "doi": "10.1007/978-3-030-92273-3_18",
   "pages": "212--223"
  },
  "zuo2024reidzoo": {
   "type": "inproceedings",
   "authors": [
    "Zuo, J.",
    "others"
   ],
   "title": "Cross-video identity correlating for person re-identification pre-training",
   "venue": "NeurIPS",
   "year": 2024,
   "doi": "10.52202/079017-0795",
   "pages": "25228--25250"
  },
  "zhang2022bytetrack": {
   "type": "inproceedings",
   "authors": [
    "Zhang, Y.",
    "others"
   ],
   "title": "ByteTrack: Multi-object tracking by associating every detection box",
   "venue": "ECCV",
   "year": 2022,
   "doi": "10.1007/978-3-031-20047-2_1",
   "pages": "1--21"
  },
  "aharon2022botsort": {
   "type": "misc",
   "authors": [
    "Aharon, N.",
    "Orfaig, R.",
    "Bobrovsky, B.-Z."
   ],
   "title": "BoT-SORT: Robust associations multi-pedestrian tracking",
   "venue": "arXiv:2206.14651",
   "year": 2022,
   "url": "https://arxiv.org/abs/2206.14651"
  },
  "cao2023ocsort": {
   "type": "inproceedings",
   "authors": [
    "Cao, J.",
    "Pang, J.",
    "Weng, X.",
    "Khirodkar, R.",
    "Kitani, K."
   ],
   "title": "Observation-centric SORT: Rethinking SORT for robust multi-object tracking",
   "venue": "CVPR",
   "year": 2023,
   "doi": "10.1109/CVPR52729.2023.00934",
   "pages": "9686--9696"
  },
  "maggiolino2023deepocsort": {
   "type": "inproceedings",
   "authors": [
    "Maggiolino, G.",
    "Ahmad, A.",
    "Cao, J.",
    "Kitani, K."
   ],
   "title": "Deep OC-SORT: Multi-pedestrian tracking by adaptive re-identification",
   "venue": "ICIP",
   "year": 2023,
   "doi": "10.1109/ICIP49359.2023.10222576",
   "pages": "3025--3029"
  },
  "du2023strongsort": {
   "type": "article",
   "authors": [
    "Du, Y.",
    "others"
   ],
   "title": "StrongSORT: Make DeepSORT great again",
   "venue": "IEEE Transactions on Multimedia",
   "year": 2023,
   "doi": "10.1109/TMM.2023.3240881",
   "pages": "8725--8737",
   "volume": "25"
  },
  "stanojevic2024boosttrack": {
   "type": "article",
   "authors": [
    "Stanojević, V. D.",
    "Todorović, B. T."
   ],
   "title": "BoostTrack: Boosting the similarity measure and detection confidence for improved multiple object tracking",
   "venue": "Machine Vision and Applications",
   "year": 2024,
   "doi": "10.1007/s00138-024-01531-5",
   "pages": "53",
   "volume": "35"
  },
  "stanojevic2024boosttrackpp": {
   "type": "misc",
   "authors": [
    "Stanojević, V.",
    "Todorović, B."
   ],
   "title": "BoostTrack++: Using tracklet information to detect more objects in multiple object tracking",
   "venue": "arXiv:2408.13003",
   "year": 2024,
   "doi": "10.48550/arXiv.2408.13003"
  },
  "zhou2019osnet": {
   "type": "inproceedings",
   "authors": [
    "Zhou, K.",
    "Yang, Y.",
    "Cavallaro, A.",
    "Xiang, T."
   ],
   "title": "Omni-scale feature learning for person re-identification",
   "venue": "ICCV",
   "year": 2019,
   "doi": "10.1109/ICCV.2019.00380",
   "pages": "3701--3711"
  },
  "jocher2024yolo11": {
   "type": "misc",
   "authors": [
    "Jocher, G.",
    "Qiu, J."
   ],
   "title": "Ultralytics YOLO11",
   "venue": "GitHub",
   "year": 2024,
   "url": "https://github.com/ultralytics/ultralytics"
  }
 },
 "reid_closed": [
  {
   "id": "resnet50-market-centroidsreid",
   "method": "ResNet50",
   "recipe": null,
   "pretrain": "Market-1501",
   "input": "256×128",
   "weights": "CentroidsReID",
   "cite": [
    "he2016resnet",
    "wieczorek2021centroids"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 13.3,
     "r5": 33.19,
     "r10": 49.39,
     "map": 18.22
    },
    "multi_camera_long_term": {
     "r1": 18.02,
     "r5": 36.92,
     "r10": 61.58,
     "map": 30.65
    },
    "multi_camera": {
     "r1": 42.58,
     "r5": 60.02,
     "r10": 75.0,
     "map": 45.39
    },
    "reappearance": {
     "r1": 50.98,
     "r5": 75.3,
     "r10": 89.92,
     "map": 54.98
    }
   }
  },
  {
   "id": "resnet50-dukemtmc-centroidsreid",
   "method": "ResNet50",
   "recipe": null,
   "pretrain": "DukeMTMC",
   "input": "256×128",
   "weights": "CentroidsReID",
   "cite": [
    "he2016resnet",
    "wieczorek2021centroids"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 11.64,
     "r5": 33.47,
     "r10": 49.57,
     "map": 16.96
    },
    "multi_camera_long_term": {
     "r1": 16.55,
     "r5": 37.51,
     "r10": 59.18,
     "map": 28.5
    },
    "multi_camera": {
     "r1": 36.21,
     "r5": 57.02,
     "r10": 69.97,
     "map": 40.02
    },
    "reappearance": {
     "r1": 52.04,
     "r5": 76.91,
     "r10": 89.35,
     "map": 54.36
    }
   }
  },
  {
   "id": "resnet50-ibn-mgn-market-fastreid",
   "method": "ResNet50-IBN",
   "recipe": "MGN",
   "pretrain": "Market-1501",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "wang2018mgn",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 4.54,
     "r5": 22.04,
     "r10": 40.36,
     "map": 12.84
    },
    "multi_camera_long_term": {
     "r1": 11.12,
     "r5": 37.3,
     "r10": 63.93,
     "map": 23.3
    },
    "multi_camera": {
     "r1": 13.24,
     "r5": 45.21,
     "r10": 64.21,
     "map": 25.82
    },
    "reappearance": {
     "r1": 19.61,
     "r5": 50.39,
     "r10": 74.9,
     "map": 31.36
    }
   }
  },
  {
   "id": "resnet50-ibn-mgn-dukemtmc-fastreid",
   "method": "ResNet50-IBN",
   "recipe": "MGN",
   "pretrain": "DukeMTMC",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "wang2018mgn",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 8.48,
     "r5": 33.05,
     "r10": 50.26,
     "map": 15.18
    },
    "multi_camera_long_term": {
     "r1": 16.47,
     "r5": 48.56,
     "r10": 74.53,
     "map": 29.04
    },
    "multi_camera": {
     "r1": 21.83,
     "r5": 48.09,
     "r10": 65.17,
     "map": 28.7
    },
    "reappearance": {
     "r1": 19.52,
     "r5": 58.46,
     "r10": 80.04,
     "map": 31.24
    }
   }
  },
  {
   "id": "resnet101-ibn-bot-market-fastreid",
   "method": "ResNet101-IBN",
   "recipe": "BoT",
   "pretrain": "Market-1501",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "luo2019bot",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 15.85,
     "r5": 39.18,
     "r10": 57.15,
     "map": 20.16
    },
    "multi_camera_long_term": {
     "r1": 20.49,
     "r5": 41.88,
     "r10": 67.8,
     "map": 33.51
    },
    "multi_camera": {
     "r1": 38.41,
     "r5": 60.54,
     "r10": 75.26,
     "map": 42.79
    },
    "reappearance": {
     "r1": 57.99,
     "r5": 82.31,
     "r10": 93.07,
     "map": 60.38
    }
   }
  },
  {
   "id": "resnet101-ibn-bot-dukemtmc-fastreid",
   "method": "ResNet101-IBN",
   "recipe": "BoT",
   "pretrain": "DukeMTMC",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "luo2019bot",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 11.75,
     "r5": 34.02,
     "r10": 52.74,
     "map": 17.43
    },
    "multi_camera_long_term": {
     "r1": 16.32,
     "r5": 43.65,
     "r10": 64.88,
     "map": 29.18
    },
    "multi_camera": {
     "r1": 35.14,
     "r5": 59.98,
     "r10": 74.53,
     "map": 39.62
    },
    "reappearance": {
     "r1": 56.08,
     "r5": 80.14,
     "r10": 91.87,
     "map": 57.36
    }
   }
  },
  {
   "id": "resnet101-ibn-bot-msmt17-fastreid",
   "method": "ResNet101-IBN",
   "recipe": "BoT",
   "pretrain": "MSMT17",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "luo2019bot",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 12.22,
     "r5": 32.81,
     "r10": 51.14,
     "map": 18.45
    },
    "multi_camera_long_term": {
     "r1": 22.48,
     "r5": 52.63,
     "r10": 73.93,
     "map": 35.28
    },
    "multi_camera": {
     "r1": 53.45,
     "r5": 72.79,
     "r10": 83.45,
     "map": 53.25
    },
    "reappearance": {
     "r1": 61.0,
     "r5": 83.29,
     "r10": 93.0,
     "map": 61.15
    }
   }
  },
  {
   "id": "resnet101-ibn-agw-market-fastreid",
   "method": "ResNet101-IBN",
   "recipe": "AGW",
   "pretrain": "Market-1501",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "ye2021agw",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 12.61,
     "r5": 36.48,
     "r10": 56.19,
     "map": 19.64
    },
    "multi_camera_long_term": {
     "r1": 19.88,
     "r5": 43.33,
     "r10": 68.68,
     "map": 32.08
    },
    "multi_camera": {
     "r1": 39.43,
     "r5": 59.15,
     "r10": 80.3,
     "map": 43.97
    },
    "reappearance": {
     "r1": 58.37,
     "r5": 82.12,
     "r10": 94.38,
     "map": 60.59
    }
   }
  },
  {
   "id": "resnet101-ibn-agw-dukemtmc-fastreid",
   "method": "ResNet101-IBN",
   "recipe": "AGW",
   "pretrain": "DukeMTMC",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "ye2021agw",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 12.94,
     "r5": 34.41,
     "r10": 55.24,
     "map": 17.96
    },
    "multi_camera_long_term": {
     "r1": 17.58,
     "r5": 46.34,
     "r10": 71.53,
     "map": 29.92
    },
    "multi_camera": {
     "r1": 38.94,
     "r5": 67.21,
     "r10": 80.39,
     "map": 43.16
    },
    "reappearance": {
     "r1": 55.85,
     "r5": 81.32,
     "r10": 90.49,
     "map": 55.2
    }
   }
  },
  {
   "id": "resnet101-ibn-agw-msmt17-fastreid",
   "method": "ResNet101-IBN",
   "recipe": "AGW",
   "pretrain": "MSMT17",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "ye2021agw",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 12.79,
     "r5": 37.49,
     "r10": 56.79,
     "map": 18.81
    },
    "multi_camera_long_term": {
     "r1": 19.33,
     "r5": 46.77,
     "r10": 71.41,
     "map": 33.37
    },
    "multi_camera": {
     "r1": 49.13,
     "r5": 69.33,
     "r10": 83.09,
     "map": 50.78
    },
    "reappearance": {
     "r1": 65.73,
     "r5": 84.99,
     "r10": 92.83,
     "map": 61.34
    }
   }
  },
  {
   "id": "resnet101-ibn-market-fastreid",
   "method": "ResNet101-IBN",
   "recipe": null,
   "pretrain": "Market-1501",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 17.47,
     "r5": 44.17,
     "r10": 63.85,
     "map": 22.68
    },
    "multi_camera_long_term": {
     "r1": 18.85,
     "r5": 43.86,
     "r10": 69.73,
     "map": 32.79
    },
    "multi_camera": {
     "r1": 45.52,
     "r5": 66.73,
     "r10": 80.31,
     "map": 48.06
    },
    "reappearance": {
     "r1": 61.3,
     "r5": 83.02,
     "r10": 93.02,
     "map": 61.55
    }
   }
  },
  {
   "id": "resnet101-ibn-dukemtmc-fastreid",
   "method": "ResNet101-IBN",
   "recipe": null,
   "pretrain": "DukeMTMC",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 13.36,
     "r5": 38.42,
     "r10": 58.43,
     "map": 18.51
    },
    "multi_camera_long_term": {
     "r1": 18.52,
     "r5": 44.36,
     "r10": 70.68,
     "map": 28.72
    },
    "multi_camera": {
     "r1": 38.45,
     "r5": 61.11,
     "r10": 75.43,
     "map": 40.98
    },
    "reappearance": {
     "r1": 55.59,
     "r5": 80.34,
     "r10": 90.73,
     "map": 54.96
    }
   }
  },
  {
   "id": "resnet101-ibn-msmt17-fastreid",
   "method": "ResNet101-IBN",
   "recipe": null,
   "pretrain": "MSMT17",
   "input": "256×128",
   "weights": "FastReID",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "he2023fastreid"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 17.68,
     "r5": 43.44,
     "r10": 64.06,
     "map": 21.46
    },
    "multi_camera_long_term": {
     "r1": 20.02,
     "r5": 49.48,
     "r10": 74.18,
     "map": 30.53
    },
    "multi_camera": {
     "r1": 54.54,
     "r5": 73.24,
     "r10": 85.58,
     "map": 52.61
    },
    "reappearance": {
     "r1": 61.29,
     "r5": 83.93,
     "r10": 92.91,
     "map": 59.39
    }
   }
  },
  {
   "id": "resnet50-mgn-384-reid",
   "method": "ResNet50",
   "recipe": "MGN",
   "pretrain": null,
   "input": "384×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "wang2018mgn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 15.74,
     "r5": 40.9,
     "r10": 60.6,
     "map": 20.28
    },
    "multi_camera_long_term": {
     "r1": 21.1,
     "r5": 47.01,
     "r10": 72.36,
     "map": 32.28
    },
    "multi_camera": {
     "r1": 50.0,
     "r5": 67.35,
     "r10": 77.11,
     "map": 49.72
    },
    "reappearance": {
     "r1": 54.33,
     "r5": 81.28,
     "r10": 89.92,
     "map": 56.64
    }
   }
  },
  {
   "id": "resnet101-mgn-384-reid",
   "method": "ResNet101",
   "recipe": "MGN",
   "pretrain": null,
   "input": "384×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "wang2018mgn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 18.58,
     "r5": 43.76,
     "r10": 62.07,
     "map": 22.01
    },
    "multi_camera_long_term": {
     "r1": 24.31,
     "r5": 45.79,
     "r10": 67.18,
     "map": 33.93
    },
    "multi_camera": {
     "r1": 50.7,
     "r5": 68.33,
     "r10": 77.5,
     "map": 49.97
    },
    "reappearance": {
     "r1": 56.88,
     "r5": 82.01,
     "r10": 92.2,
     "map": 58.69
    }
   }
  },
  {
   "id": "resnet152-mgn-384-reid",
   "method": "ResNet152",
   "recipe": "MGN",
   "pretrain": null,
   "input": "384×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "wang2018mgn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 17.38,
     "r5": 42.42,
     "r10": 63.17,
     "map": 22.03
    },
    "multi_camera_long_term": {
     "r1": 20.09,
     "r5": 42.63,
     "r10": 74.35,
     "map": 32.69
    },
    "multi_camera": {
     "r1": 51.53,
     "r5": 69.8,
     "r10": 78.63,
     "map": 50.82
    },
    "reappearance": {
     "r1": 58.3,
     "r5": 83.92,
     "r10": 92.25,
     "map": 60.09
    }
   }
  },
  {
   "id": "resnet50-ibn-mgn-384-reid",
   "method": "ResNet50-IBN",
   "recipe": "MGN",
   "pretrain": null,
   "input": "384×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "wang2018mgn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 8.61,
     "r5": 26.1,
     "r10": 43.39,
     "map": 15.79
    },
    "multi_camera_long_term": {
     "r1": 14.4,
     "r5": 38.81,
     "r10": 58.15,
     "map": 27.78
    },
    "multi_camera": {
     "r1": 23.61,
     "r5": 47.67,
     "r10": 68.64,
     "map": 33.78
    },
    "reappearance": {
     "r1": 43.64,
     "r5": 65.9,
     "r10": 84.57,
     "map": 46.33
    }
   }
  },
  {
   "id": "resnet101-ibn-mgn-384-reid",
   "method": "ResNet101-IBN",
   "recipe": "MGN",
   "pretrain": null,
   "input": "384×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "wang2018mgn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.57,
     "r5": 23.3,
     "r10": 39.54,
     "map": 15.43
    },
    "multi_camera_long_term": {
     "r1": 14.78,
     "r5": 40.31,
     "r10": 62.55,
     "map": 28.01
    },
    "multi_camera": {
     "r1": 27.58,
     "r5": 47.53,
     "r10": 70.73,
     "map": 36.65
    },
    "reappearance": {
     "r1": 39.26,
     "r5": 64.06,
     "r10": 81.18,
     "map": 44.28
    }
   }
  },
  {
   "id": "resnet152-ibn-mgn-384-reid",
   "method": "ResNet152-IBN",
   "recipe": "MGN",
   "pretrain": null,
   "input": "384×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "wang2018mgn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.68,
     "r5": 25.22,
     "r10": 39.58,
     "map": 15.41
    },
    "multi_camera_long_term": {
     "r1": 18.14,
     "r5": 40.23,
     "r10": 62.89,
     "map": 30.24
    },
    "multi_camera": {
     "r1": 22.96,
     "r5": 45.0,
     "r10": 68.0,
     "map": 34.16
    },
    "reappearance": {
     "r1": 41.47,
     "r5": 67.58,
     "r10": 84.28,
     "map": 46.94
    }
   }
  },
  {
   "id": "convnext-b-reid",
   "method": "ConvNext-B",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "liu2022convnext",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 4.98,
     "r5": 21.79,
     "r10": 39.72,
     "map": 12.42
    },
    "multi_camera_long_term": {
     "r1": 14.36,
     "r5": 43.82,
     "r10": 72.41,
     "map": 28.14
    },
    "multi_camera": {
     "r1": 11.96,
     "r5": 35.88,
     "r10": 67.5,
     "map": 23.8
    },
    "reappearance": {
     "r1": 20.07,
     "r5": 55.9,
     "r10": 76.36,
     "map": 32.97
    }
   }
  },
  {
   "id": "convnext-s-reid",
   "method": "ConvNext-S",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "liu2022convnext",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 11.48,
     "r5": 38.9,
     "r10": 59.62,
     "map": 16.26
    },
    "multi_camera_long_term": {
     "r1": 21.85,
     "r5": 47.68,
     "r10": 69.75,
     "map": 30.77
    },
    "multi_camera": {
     "r1": 14.55,
     "r5": 39.57,
     "r10": 67.11,
     "map": 25.01
    },
    "reappearance": {
     "r1": 17.97,
     "r5": 50.53,
     "r10": 71.47,
     "map": 30.06
    }
   }
  },
  {
   "id": "convnext-t-reid",
   "method": "ConvNext-T",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "liu2022convnext",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.23,
     "r5": 30.77,
     "r10": 49.05,
     "map": 13.41
    },
    "multi_camera_long_term": {
     "r1": 14.35,
     "r5": 46.3,
     "r10": 72.37,
     "map": 27.35
    },
    "multi_camera": {
     "r1": 14.61,
     "r5": 44.68,
     "r10": 66.51,
     "map": 22.4
    },
    "reappearance": {
     "r1": 17.34,
     "r5": 49.89,
     "r10": 74.0,
     "map": 32.88
    }
   }
  },
  {
   "id": "edgenext-b-reid",
   "method": "EdgeNext-B",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "maaz2022edgenext",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 5.85,
     "r5": 26.58,
     "r10": 52.43,
     "map": 14.63
    },
    "multi_camera_long_term": {
     "r1": 7.9,
     "r5": 39.9,
     "r10": 63.58,
     "map": 23.84
    },
    "multi_camera": {
     "r1": 13.5,
     "r5": 45.8,
     "r10": 63.43,
     "map": 26.72
    },
    "reappearance": {
     "r1": 17.52,
     "r5": 50.69,
     "r10": 76.45,
     "map": 29.35
    }
   }
  },
  {
   "id": "edgenext-s-reid",
   "method": "EdgeNext-S",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "maaz2022edgenext",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.31,
     "r5": 31.1,
     "r10": 53.12,
     "map": 15.26
    },
    "multi_camera_long_term": {
     "r1": 10.95,
     "r5": 32.64,
     "r10": 57.51,
     "map": 23.92
    },
    "multi_camera": {
     "r1": 14.64,
     "r5": 51.69,
     "r10": 78.38,
     "map": 25.79
    },
    "reappearance": {
     "r1": 20.31,
     "r5": 50.82,
     "r10": 75.26,
     "map": 31.75
    }
   }
  },
  {
   "id": "edgenext-xs-reid",
   "method": "EdgeNext-XS",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "maaz2022edgenext",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 9.11,
     "r5": 28.54,
     "r10": 39.94,
     "map": 14.6
    },
    "multi_camera_long_term": {
     "r1": 17.33,
     "r5": 50.35,
     "r10": 70.46,
     "map": 29.89
    },
    "multi_camera": {
     "r1": 12.24,
     "r5": 47.9,
     "r10": 64.4,
     "map": 24.34
    },
    "reappearance": {
     "r1": 17.17,
     "r5": 46.17,
     "r10": 77.39,
     "map": 30.59
    }
   }
  },
  {
   "id": "fastvit-s12-reid",
   "method": "FastViT-S12",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "vasu2023fastvit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.99,
     "r5": 27.85,
     "r10": 53.15,
     "map": 15.45
    },
    "multi_camera_long_term": {
     "r1": 13.0,
     "r5": 42.04,
     "r10": 71.73,
     "map": 26.57
    },
    "multi_camera": {
     "r1": 12.85,
     "r5": 41.0,
     "r10": 59.95,
     "map": 23.86
    },
    "reappearance": {
     "r1": 26.17,
     "r5": 51.69,
     "r10": 74.02,
     "map": 33.81
    }
   }
  },
  {
   "id": "fastvit-sa12-reid",
   "method": "FastViT-SA12",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "vasu2023fastvit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 8.56,
     "r5": 21.5,
     "r10": 40.14,
     "map": 13.02
    },
    "multi_camera_long_term": {
     "r1": 9.61,
     "r5": 37.2,
     "r10": 52.12,
     "map": 23.1
    },
    "multi_camera": {
     "r1": 20.01,
     "r5": 48.93,
     "r10": 70.65,
     "map": 29.78
    },
    "reappearance": {
     "r1": 25.12,
     "r5": 58.47,
     "r10": 84.79,
     "map": 32.38
    }
   }
  },
  {
   "id": "fastvit-sa24-reid",
   "method": "FastViT-SA24",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "vasu2023fastvit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 8.48,
     "r5": 20.6,
     "r10": 38.78,
     "map": 12.5
    },
    "multi_camera_long_term": {
     "r1": 7.26,
     "r5": 45.41,
     "r10": 75.18,
     "map": 24.07
    },
    "multi_camera": {
     "r1": 19.48,
     "r5": 44.83,
     "r10": 67.22,
     "map": 28.44
    },
    "reappearance": {
     "r1": 19.31,
     "r5": 47.05,
     "r10": 74.23,
     "map": 30.48
    }
   }
  },
  {
   "id": "ghostnet0_5x-reid",
   "method": "GhostNet 0.5×",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "han2020ghostnet",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 14.62,
     "r5": 38.89,
     "r10": 58.22,
     "map": 20.8
    },
    "multi_camera_long_term": {
     "r1": 20.16,
     "r5": 45.63,
     "r10": 72.89,
     "map": 33.3
    },
    "multi_camera": {
     "r1": 50.31,
     "r5": 67.73,
     "r10": 78.2,
     "map": 50.42
    },
    "reappearance": {
     "r1": 53.91,
     "r5": 80.6,
     "r10": 90.88,
     "map": 56.75
    }
   }
  },
  {
   "id": "ghostnet1_0x-reid",
   "method": "GhostNet 1.0×",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "han2020ghostnet",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 15.88,
     "r5": 39.86,
     "r10": 61.16,
     "map": 22.2
    },
    "multi_camera_long_term": {
     "r1": 17.94,
     "r5": 42.5,
     "r10": 74.79,
     "map": 31.21
    },
    "multi_camera": {
     "r1": 51.64,
     "r5": 69.99,
     "r10": 81.56,
     "map": 52.25
    },
    "reappearance": {
     "r1": 59.27,
     "r5": 83.44,
     "r10": 93.0,
     "map": 61.4
    }
   }
  },
  {
   "id": "ghostnet1_3x-reid",
   "method": "GhostNet 1.3×",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "han2020ghostnet",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 16.03,
     "r5": 40.01,
     "r10": 61.35,
     "map": 22.37
    },
    "multi_camera_long_term": {
     "r1": 16.72,
     "r5": 46.2,
     "r10": 78.0,
     "map": 32.23
    },
    "multi_camera": {
     "r1": 51.73,
     "r5": 70.17,
     "r10": 80.61,
     "map": 53.35
    },
    "reappearance": {
     "r1": 61.58,
     "r5": 84.91,
     "r10": 92.78,
     "map": 62.77
    }
   }
  },
  {
   "id": "repvit-m0_9-reid",
   "method": "RepViT-M0.9",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "wang2024repvit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 3.88,
     "r5": 36.87,
     "r10": 55.48,
     "map": 13.62
    },
    "multi_camera_long_term": {
     "r1": 8.39,
     "r5": 52.29,
     "r10": 74.03,
     "map": 23.96
    },
    "multi_camera": {
     "r1": 20.3,
     "r5": 53.57,
     "r10": 74.96,
     "map": 26.21
    },
    "reappearance": {
     "r1": 17.35,
     "r5": 61.88,
     "r10": 81.19,
     "map": 28.12
    }
   }
  },
  {
   "id": "repvit-m1_0-reid",
   "method": "RepViT-M1.0",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "wang2024repvit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.22,
     "r5": 31.38,
     "r10": 60.07,
     "map": 13.55
    },
    "multi_camera_long_term": {
     "r1": 10.26,
     "r5": 60.97,
     "r10": 85.51,
     "map": 23.46
    },
    "multi_camera": {
     "r1": 16.36,
     "r5": 56.48,
     "r10": 86.48,
     "map": 25.3
    },
    "reappearance": {
     "r1": 22.85,
     "r5": 70.39,
     "r10": 88.45,
     "map": 29.55
    }
   }
  },
  {
   "id": "repvit-m1_5-reid",
   "method": "RepViT-M1.5",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "wang2024repvit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.46,
     "r5": 33.93,
     "r10": 48.08,
     "map": 13.4
    },
    "multi_camera_long_term": {
     "r1": 16.69,
     "r5": 46.54,
     "r10": 87.65,
     "map": 25.6
    },
    "multi_camera": {
     "r1": 10.72,
     "r5": 53.37,
     "r10": 86.49,
     "map": 21.91
    },
    "reappearance": {
     "r1": 18.32,
     "r5": 68.29,
     "r10": 83.71,
     "map": 27.49
    }
   }
  },
  {
   "id": "resnet50-reid",
   "method": "ResNet50",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 14.23,
     "r5": 39.28,
     "r10": 59.72,
     "map": 20.2
    },
    "multi_camera_long_term": {
     "r1": 17.74,
     "r5": 43.32,
     "r10": 72.81,
     "map": 31.27
    },
    "multi_camera": {
     "r1": 52.16,
     "r5": 70.64,
     "r10": 79.71,
     "map": 53.31
    },
    "reappearance": {
     "r1": 55.06,
     "r5": 81.71,
     "r10": 91.49,
     "map": 58.57
    }
   }
  },
  {
   "id": "resnet101-reid",
   "method": "ResNet101",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 18.81,
     "r5": 44.27,
     "r10": 63.25,
     "map": 23.24
    },
    "multi_camera_long_term": {
     "r1": 19.32,
     "r5": 47.82,
     "r10": 69.99,
     "map": 33.24
    },
    "multi_camera": {
     "r1": 53.46,
     "r5": 70.02,
     "r10": 78.37,
     "map": 54.26
    },
    "reappearance": {
     "r1": 62.55,
     "r5": 85.53,
     "r10": 93.04,
     "map": 62.88
    }
   }
  },
  {
   "id": "resnet152-reid",
   "method": "ResNet152",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 18.21,
     "r5": 43.98,
     "r10": 62.84,
     "map": 23.04
    },
    "multi_camera_long_term": {
     "r1": 21.11,
     "r5": 44.33,
     "r10": 75.55,
     "map": 33.85
    },
    "multi_camera": {
     "r1": 56.01,
     "r5": 72.35,
     "r10": 81.1,
     "map": 55.9
    },
    "reappearance": {
     "r1": 63.59,
     "r5": 86.22,
     "r10": 93.03,
     "map": 63.85
    }
   }
  },
  {
   "id": "resnet18-ibn-reid",
   "method": "ResNet18-IBN",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 9.41,
     "r5": 25.64,
     "r10": 40.73,
     "map": 16.25
    },
    "multi_camera_long_term": {
     "r1": 13.91,
     "r5": 38.75,
     "r10": 61.93,
     "map": 26.91
    },
    "multi_camera": {
     "r1": 20.95,
     "r5": 47.54,
     "r10": 66.69,
     "map": 31.97
    },
    "reappearance": {
     "r1": 30.89,
     "r5": 59.35,
     "r10": 83.32,
     "map": 40.71
    }
   }
  },
  {
   "id": "resnet50-ibn-reid",
   "method": "ResNet50-IBN",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 8.09,
     "r5": 27.09,
     "r10": 43.7,
     "map": 15.67
    },
    "multi_camera_long_term": {
     "r1": 15.38,
     "r5": 39.9,
     "r10": 57.85,
     "map": 27.86
    },
    "multi_camera": {
     "r1": 21.99,
     "r5": 46.54,
     "r10": 68.36,
     "map": 32.61
    },
    "reappearance": {
     "r1": 43.09,
     "r5": 65.79,
     "r10": 83.19,
     "map": 45.86
    }
   }
  },
  {
   "id": "resnet101-ibn-reid",
   "method": "ResNet101-IBN",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 8.54,
     "r5": 24.16,
     "r10": 39.68,
     "map": 15.71
    },
    "multi_camera_long_term": {
     "r1": 16.05,
     "r5": 40.79,
     "r10": 62.88,
     "map": 28.91
    },
    "multi_camera": {
     "r1": 26.68,
     "r5": 49.2,
     "r10": 69.69,
     "map": 36.45
    },
    "reappearance": {
     "r1": 38.87,
     "r5": 62.46,
     "r10": 80.75,
     "map": 44.03
    }
   }
  },
  {
   "id": "resnet152-ibn-reid",
   "method": "ResNet152-IBN",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "he2016resnet",
    "pan2018ibn",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.74,
     "r5": 24.99,
     "r10": 39.15,
     "map": 15.37
    },
    "multi_camera_long_term": {
     "r1": 17.59,
     "r5": 42.32,
     "r10": 64.84,
     "map": 30.32
    },
    "multi_camera": {
     "r1": 23.6,
     "r5": 45.28,
     "r10": 67.16,
     "map": 34.12
    },
    "reappearance": {
     "r1": 40.46,
     "r5": 68.05,
     "r10": 84.42,
     "map": 46.78
    }
   }
  },
  {
   "id": "swin-s-reid",
   "method": "Swin-S",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "liu2021swin",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.02,
     "r5": 25.81,
     "r10": 52.77,
     "map": 14.88
    },
    "multi_camera_long_term": {
     "r1": 16.18,
     "r5": 51.18,
     "r10": 74.66,
     "map": 27.51
    },
    "multi_camera": {
     "r1": 19.77,
     "r5": 50.9,
     "r10": 73.58,
     "map": 29.49
    },
    "reappearance": {
     "r1": 16.94,
     "r5": 47.38,
     "r10": 75.47,
     "map": 30.4
    }
   }
  },
  {
   "id": "swin-t-reid",
   "method": "Swin-T",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "liu2021swin",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 11.22,
     "r5": 43.75,
     "r10": 61.95,
     "map": 15.2
    },
    "multi_camera_long_term": {
     "r1": 11.74,
     "r5": 46.62,
     "r10": 76.67,
     "map": 25.71
    },
    "multi_camera": {
     "r1": 14.04,
     "r5": 41.01,
     "r10": 67.33,
     "map": 27.15
    },
    "reappearance": {
     "r1": 16.88,
     "r5": 51.21,
     "r10": 77.45,
     "map": 30.98
    }
   }
  },
  {
   "id": "vit-s-reid",
   "method": "ViT-S",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "dosovitskiy2021vit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 6.11,
     "r5": 27.12,
     "r10": 43.88,
     "map": 14.73
    },
    "multi_camera_long_term": {
     "r1": 15.84,
     "r5": 40.77,
     "r10": 58.55,
     "map": 27.17
    },
    "multi_camera": {
     "r1": 15.93,
     "r5": 38.44,
     "r10": 66.55,
     "map": 29.76
    },
    "reappearance": {
     "r1": 20.15,
     "r5": 42.2,
     "r10": 66.64,
     "map": 32.39
    }
   }
  },
  {
   "id": "vit-t-reid",
   "method": "ViT-T",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "dosovitskiy2021vit",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 7.14,
     "r5": 29.19,
     "r10": 45.85,
     "map": 15.05
    },
    "multi_camera_long_term": {
     "r1": 16.31,
     "r5": 38.08,
     "r10": 67.9,
     "map": 26.59
    },
    "multi_camera": {
     "r1": 14.63,
     "r5": 42.32,
     "r10": 63.73,
     "map": 29.94
    },
    "reappearance": {
     "r1": 19.44,
     "r5": 40.69,
     "r10": 66.4,
     "map": 32.38
    }
   }
  },
  {
   "id": "volo-d1-reid",
   "method": "VOLO-D1",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "yuan2023volo",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 12.66,
     "r5": 34.09,
     "r10": 53.9,
     "map": 17.95
    },
    "multi_camera_long_term": {
     "r1": 19.5,
     "r5": 42.41,
     "r10": 70.24,
     "map": 31.8
    },
    "multi_camera": {
     "r1": 38.57,
     "r5": 58.23,
     "r10": 71.18,
     "map": 40.95
    },
    "reappearance": {
     "r1": 45.59,
     "r5": 73.17,
     "r10": 88.45,
     "map": 49.98
    }
   }
  },
  {
   "id": "volo-d2-reid",
   "method": "VOLO-D2",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "yuan2023volo",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 12.35,
     "r5": 34.5,
     "r10": 50.98,
     "map": 17.59
    },
    "multi_camera_long_term": {
     "r1": 17.46,
     "r5": 44.24,
     "r10": 69.91,
     "map": 31.1
    },
    "multi_camera": {
     "r1": 40.02,
     "r5": 59.66,
     "r10": 70.94,
     "map": 41.78
    },
    "reappearance": {
     "r1": 49.7,
     "r5": 75.03,
     "r10": 85.68,
     "map": 49.97
    }
   }
  },
  {
   "id": "volo-d3-reid",
   "method": "VOLO-D3",
   "recipe": null,
   "pretrain": null,
   "input": "256×128",
   "weights": "ReID model zoo",
   "cite": [
    "yuan2023volo",
    "zuo2024reidzoo"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "long_term": {
     "r1": 13.99,
     "r5": 36.84,
     "r10": 54.4,
     "map": 18.94
    },
    "multi_camera_long_term": {
     "r1": 20.36,
     "r5": 48.81,
     "r10": 70.59,
     "map": 30.41
    },
    "multi_camera": {
     "r1": 35.33,
     "r5": 64.93,
     "r10": 77.21,
     "map": 40.99
    },
    "reappearance": {
     "r1": 53.83,
     "r5": 81.97,
     "r10": 92.54,
     "map": 54.11
    }
   }
  }
 ],
 "reid_open": [],
 "tracking": [
  {
   "id": "boosttrack",
   "method": "BoostTrack",
   "appearance": null,
   "detector": "YOLO11n",
   "cite": [
    "stanojevic2024boosttrack",
    "jocher2024yolo11"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 60.12,
     "idf1": 36.87,
     "mt": 143,
     "ml": 17,
     "fn": 217654,
     "fp": 89542,
     "idsw": 3801,
     "fm": 7841
    },
    "brief_occlusions": {
     "mota": 5.78,
     "idf1": 10.76,
     "idsw": 10
    },
    "multiple_people_occlusions": {
     "mota": 9.15,
     "idf1": 16.56,
     "idsw": 2
    }
   }
  },
  {
   "id": "bot-sort",
   "method": "BoT-SORT",
   "appearance": null,
   "detector": "YOLO11n",
   "cite": [
    "aharon2022botsort",
    "jocher2024yolo11"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 56.52,
     "idf1": 35.33,
     "mt": 245,
     "ml": 6,
     "fn": 102056,
     "fp": 232112,
     "idsw": 4883,
     "fm": 4991
    },
    "brief_occlusions": {
     "mota": 12.42,
     "idf1": 19.15,
     "idsw": 91
    },
    "multiple_people_occlusions": {
     "mota": 21.83,
     "idf1": 33.88,
     "idsw": 10
    }
   }
  },
  {
   "id": "bytetrack",
   "method": "ByteTrack",
   "appearance": null,
   "detector": "YOLO11n",
   "cite": [
    "zhang2022bytetrack",
    "jocher2024yolo11"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 56.1,
     "idf1": 34.96,
     "mt": 241,
     "ml": 6,
     "fn": 106270,
     "fp": 230720,
     "idsw": 5400,
     "fm": 5705
    },
    "brief_occlusions": {
     "mota": 11.57,
     "idf1": 17.77,
     "idsw": 87
    },
    "multiple_people_occlusions": {
     "mota": 20.42,
     "idf1": 31.87,
     "idsw": 11
    }
   }
  },
  {
   "id": "oc-sort",
   "method": "OC-SORT",
   "appearance": null,
   "detector": "YOLO11n",
   "cite": [
    "cao2023ocsort",
    "jocher2024yolo11"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 62.86,
     "idf1": 34.55,
     "mt": 208,
     "ml": 9,
     "fn": 137854,
     "fp": 145336,
     "idsw": 6443,
     "fm": 8434
    },
    "brief_occlusions": {
     "mota": 10.71,
     "idf1": 17.1,
     "idsw": 51
    },
    "multiple_people_occlusions": {
     "mota": 15.5,
     "idf1": 25.89,
     "idsw": 6
    }
   }
  },
  {
   "id": "boosttrackp-reid",
   "method": "BoostTrack+",
   "appearance": "OSNet x0.25 (MSMT17)",
   "detector": "YOLO11n",
   "cite": [
    "stanojevic2024boosttrack",
    "jocher2024yolo11",
    "zhou2019osnet"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 60.12,
     "idf1": 37.5,
     "mt": 146,
     "ml": 17,
     "fn": 216848,
     "fp": 90364,
     "idsw": 3823,
     "fm": 7884
    },
    "brief_occlusions": {
     "mota": 6.63,
     "idf1": 11.91,
     "idsw": 11
    },
    "multiple_people_occlusions": {
     "mota": 9.86,
     "idf1": 17.72,
     "idsw": 2
    }
   }
  },
  {
   "id": "boosttrackpp-reid",
   "method": "BoostTrack++",
   "appearance": "OSNet x0.25 (MSMT17)",
   "detector": "YOLO11n",
   "cite": [
    "stanojevic2024boosttrackpp",
    "jocher2024yolo11",
    "zhou2019osnet"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 62.14,
     "idf1": 39.62,
     "mt": 145,
     "ml": 21,
     "fn": 230102,
     "fp": 62099,
     "idsw": 3069,
     "fm": 7951
    },
    "brief_occlusions": {
     "mota": 5.78,
     "idf1": 10.71,
     "idsw": 13
    },
    "multiple_people_occlusions": {
     "mota": 11.27,
     "idf1": 20.0,
     "idsw": 2
    }
   }
  },
  {
   "id": "bot-sort-reid",
   "method": "BoT-SORT",
   "appearance": "OSNet x0.25 (MSMT17)",
   "detector": "YOLO11n",
   "cite": [
    "aharon2022botsort",
    "jocher2024yolo11",
    "zhou2019osnet"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 68.84,
     "idf1": 42.54,
     "mt": 184,
     "ml": 17,
     "fn": 188089,
     "fp": 52600,
     "idsw": 2298,
     "fm": 4105
    },
    "brief_occlusions": {
     "mota": 9.86,
     "idf1": 17.01,
     "idsw": 36
    },
    "multiple_people_occlusions": {
     "mota": 15.49,
     "idf1": 25.89,
     "idsw": 6
    }
   }
  },
  {
   "id": "deep-oc-sort-reid",
   "method": "Deep-OC-SORT",
   "appearance": "OSNet x0.25 (MSMT17)",
   "detector": "YOLO11n",
   "cite": [
    "maggiolino2023deepocsort",
    "jocher2024yolo11",
    "zhou2019osnet"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 65.83,
     "idf1": 37.05,
     "mt": 197,
     "ml": 11,
     "fn": 154621,
     "fp": 106314,
     "idsw": 5575,
     "fm": 8174
    },
    "brief_occlusions": {
     "mota": 9.35,
     "idf1": 15.86,
     "idsw": 38
    },
    "multiple_people_occlusions": {
     "mota": 15.49,
     "idf1": 26.35,
     "idsw": 3
    }
   }
  },
  {
   "id": "strongsort-reid",
   "method": "StrongSORT",
   "appearance": "OSNet x0.25 (MSMT17)",
   "detector": "YOLO11n",
   "cite": [
    "du2023strongsort",
    "jocher2024yolo11",
    "zhou2019osnet"
   ],
   "reported_in": "chirla2026",
   "kind": "baseline",
   "verified": true,
   "added": "2026-01-03",
   "results": {
    "all": {
     "mota": 61.37,
     "idf1": 36.67,
     "mt": 222,
     "ml": 8,
     "fn": 126838,
     "fp": 166387,
     "idsw": 8054,
     "fm": 8259
    },
    "brief_occlusions": {
     "mota": 10.54,
     "idf1": 16.88,
     "idsw": 61
    },
    "multiple_people_occlusions": {
     "mota": 17.61,
     "idf1": 28.9,
     "idsw": 6
    }
   }
  }
 ]
}