Datasets:
Commit ·
7a45bc1
0
Parent(s):
Duplicate from jaychempan/LAE-1M
Browse files- .gitattributes +74 -0
- LAE-80C/LAE-80C-benchmark.json +3 -0
- LAE-80C/LAE-80C-benchmark.txt +1 -0
- LAE-80C/LAE-80C-benchmark_categories.json +242 -0
- LAE-80C/images.zip +3 -0
- LAE-COD/AID/AID.json +3 -0
- LAE-COD/AID/images.zip +3 -0
- LAE-COD/EMS/EMS.json +3 -0
- LAE-COD/EMS/images.zip +3 -0
- LAE-COD/NWPU-RESISC45/NWPURESISC45.json +3 -0
- LAE-COD/NWPU-RESISC45/images.zip +3 -0
- LAE-COD/SLM/SLM.json +0 -0
- LAE-COD/SLM/images.zip +3 -0
- LAE-FOD/DIOR/DIOR_train.json +3 -0
- LAE-FOD/DIOR/DIOR_val.json +0 -0
- LAE-FOD/DIOR/processed_DIOR_train.json +3 -0
- LAE-FOD/DIOR/processed_LAE-1M_DIOR_train.json +0 -0
- LAE-FOD/DIOR/trainval_images.zip +3 -0
- LAE-FOD/DOTAv2/DOTAv2_train.json +3 -0
- LAE-FOD/DOTAv2/DOTAv2_val.json +0 -0
- LAE-FOD/DOTAv2/images.zip +3 -0
- LAE-FOD/DOTAv2/processed_DOTAv2_train.json +3 -0
- LAE-FOD/DOTAv2/processed_LAE-1M_DOTAv2_train.json +3 -0
- LAE-FOD/FAIR1M/images.zip +3 -0
- LAE-FOD/FAIR1M/processed_LAE-1M_FAIR1M_train.json +3 -0
- LAE-FOD/HRSC2016/images.zip +3 -0
- LAE-FOD/HRSC2016/processed_LAE-1M_HRSC2016_train.json +0 -0
- LAE-FOD/NWPU VHR-10/images.zip +3 -0
- LAE-FOD/NWPU VHR-10/processed_LAE-1M_NWPU-VHR-10_train.json +0 -0
- LAE-FOD/Power-Plant/.DS_Store +0 -0
- LAE-FOD/Power-Plant/Images.zip +3 -0
- LAE-FOD/Power-Plant/processed_LAE-1M_Power-Plant_train.json +0 -0
- LAE-FOD/RSOD/images.zip +3 -0
- LAE-FOD/RSOD/processed_LAE-1M_RSOD_train.json +0 -0
- LAE-FOD/xview/processed_LAE-1M_Xview_train_1024_05.json +3 -0
- LAE-FOD/xview/train_images_1024_05.zip +3 -0
- README.md +104 -0
.gitattributes
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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# Audio files - uncompressed
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*.pcm filter=lfs diff=lfs merge=lfs -text
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*.sam filter=lfs diff=lfs merge=lfs -text
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*.raw filter=lfs diff=lfs merge=lfs -text
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# Audio files - compressed
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*.ogg filter=lfs diff=lfs merge=lfs -text
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*.wav filter=lfs diff=lfs merge=lfs -text
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# Image files - uncompressed
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*.bmp filter=lfs diff=lfs merge=lfs -text
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*.gif filter=lfs diff=lfs merge=lfs -text
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*.png filter=lfs diff=lfs merge=lfs -text
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*.tiff filter=lfs diff=lfs merge=lfs -text
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# Image files - compressed
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*.jpg filter=lfs diff=lfs merge=lfs -text
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*.jpeg filter=lfs diff=lfs merge=lfs -text
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*.webp filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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LAE-80C/LAE-80C-benchmark.json filter=lfs diff=lfs merge=lfs -text
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FAIR1M/processed_LAE-1M_FAIR1M_train.json filter=lfs diff=lfs merge=lfs -text
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DOTAv2/DOTAv2_train.json filter=lfs diff=lfs merge=lfs -text
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DOTAv2/processed_DOTAv2_train.json filter=lfs diff=lfs merge=lfs -text
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DOTAv2/processed_LAE-1M_DOTAv2_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-COD/EMS/EMS.json filter=lfs diff=lfs merge=lfs -text
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LAE-COD/AID/AID.json filter=lfs diff=lfs merge=lfs -text
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LAE-COD/NWPU-RESISC45/NWPURESISC45.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/FAIR1M/processed_LAE-1M_FAIR1M_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/DOTAv2/DOTAv2_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/DOTAv2/processed_DOTAv2_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/DOTAv2/processed_LAE-1M_DOTAv2_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/DIOR/DIOR_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/DIOR/processed_DIOR_train.json filter=lfs diff=lfs merge=lfs -text
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LAE-FOD/xview/processed_LAE-1M_Xview_train_1024_05.json filter=lfs diff=lfs merge=lfs -text
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LAE-80C/LAE-80C-benchmark.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:7e848c531a0bdfdfea58ea3db298ad7db697084a3c5bd98fa4f353b316599fb2
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size 45348569
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LAE-80C/LAE-80C-benchmark.txt
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{'classes': ('airplane', 'airport', 'groundtrackfield', 'harbor', 'baseballfield', 'overpass', 'basketballcourt', 'bridge', 'stadium', 'storagetank', 'tenniscourt', 'expressway service area', 'trainstation', 'expressway toll station', 'vehicle', 'golffield', 'windmill', 'dam', 'helicopter', 'roundabout', 'soccer ball field', 'swimming pool', 'container crane', 'helipad', 'Bus', 'Cargo Truck', 'Dry Cargo Ship', 'Dump Truck', 'Engineering Ship', 'Excavator', 'Fishing Boat', 'Intersection', 'Liquid Cargo Ship', 'Motorboat', 'Passenger Ship', 'Small Car', 'Tractor', 'Trailer', 'Truck Tractor', 'Tugboat', 'Van', 'Warship', 'working condensing tower', 'unworking condensing tower', 'working chimney', 'unworking chimney', 'Fixed-wing Aircraft', 'Small Aircraft', 'Cargo Plane', 'Pickup Truck', 'Utility Truck', 'Passenger Car', 'Cargo Car', 'Flat Car', 'Locomotive', 'Sailboat', 'Barge', 'Ferry', 'Yacht', 'Oil Tanker', 'Engineering Vehicle', 'Tower crane', 'Reach Stacker', 'Straddle Carrier', 'Mobile Crane', 'Haul Truck', 'Front loader/Bulldozer', 'Cement Mixer', 'Ground Grader', 'Hut/Tent', 'Shed', 'Building', 'Aircraft Hangar', 'Damaged Building', 'Facility', 'Construction Site', 'Shipping container lot', 'Shipping Container', 'Pylon', 'Tower')}
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LAE-80C/LAE-80C-benchmark_categories.json
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[
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[
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"airplane"
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],
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[
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"airport"
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],
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[
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"groundtrackfield"
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],
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[
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"harbor"
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],
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[
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"baseballfield"
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],
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[
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"overpass"
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],
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[
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"basketballcourt"
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],
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[
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"bridge"
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],
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[
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"stadium"
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],
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[
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| 30 |
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"storagetank"
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],
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[
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"tenniscourt"
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],
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[
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"expressway service area"
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],
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[
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"trainstation"
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],
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[
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"expressway toll station"
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],
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[
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"vehicle"
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],
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[
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"golffield"
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],
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[
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"windmill"
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],
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[
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"dam"
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],
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[
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"helicopter"
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],
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[
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"roundabout"
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],
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[
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"soccer ball field"
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],
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[
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"swimming pool"
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],
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[
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"container crane"
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],
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[
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"helipad"
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],
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[
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"Bus"
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],
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[
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"Cargo Truck"
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],
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[
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"Dry Cargo Ship"
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],
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[
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"Dump Truck"
|
| 85 |
+
],
|
| 86 |
+
[
|
| 87 |
+
"Engineering Ship"
|
| 88 |
+
],
|
| 89 |
+
[
|
| 90 |
+
"Excavator"
|
| 91 |
+
],
|
| 92 |
+
[
|
| 93 |
+
"Fishing Boat"
|
| 94 |
+
],
|
| 95 |
+
[
|
| 96 |
+
"Intersection"
|
| 97 |
+
],
|
| 98 |
+
[
|
| 99 |
+
"Liquid Cargo Ship"
|
| 100 |
+
],
|
| 101 |
+
[
|
| 102 |
+
"Motorboat"
|
| 103 |
+
],
|
| 104 |
+
[
|
| 105 |
+
"Passenger Ship"
|
| 106 |
+
],
|
| 107 |
+
[
|
| 108 |
+
"Small Car"
|
| 109 |
+
],
|
| 110 |
+
[
|
| 111 |
+
"Tractor"
|
| 112 |
+
],
|
| 113 |
+
[
|
| 114 |
+
"Trailer"
|
| 115 |
+
],
|
| 116 |
+
[
|
| 117 |
+
"Truck Tractor"
|
| 118 |
+
],
|
| 119 |
+
[
|
| 120 |
+
"Tugboat"
|
| 121 |
+
],
|
| 122 |
+
[
|
| 123 |
+
"Van"
|
| 124 |
+
],
|
| 125 |
+
[
|
| 126 |
+
"Warship"
|
| 127 |
+
],
|
| 128 |
+
[
|
| 129 |
+
"working condensing tower"
|
| 130 |
+
],
|
| 131 |
+
[
|
| 132 |
+
"unworking condensing tower"
|
| 133 |
+
],
|
| 134 |
+
[
|
| 135 |
+
"working chimney"
|
| 136 |
+
],
|
| 137 |
+
[
|
| 138 |
+
"unworking chimney"
|
| 139 |
+
],
|
| 140 |
+
[
|
| 141 |
+
"Fixed-wing Aircraft"
|
| 142 |
+
],
|
| 143 |
+
[
|
| 144 |
+
"Small Aircraft"
|
| 145 |
+
],
|
| 146 |
+
[
|
| 147 |
+
"Cargo Plane"
|
| 148 |
+
],
|
| 149 |
+
[
|
| 150 |
+
"Pickup Truck"
|
| 151 |
+
],
|
| 152 |
+
[
|
| 153 |
+
"Utility Truck"
|
| 154 |
+
],
|
| 155 |
+
[
|
| 156 |
+
"Passenger Car"
|
| 157 |
+
],
|
| 158 |
+
[
|
| 159 |
+
"Cargo Car"
|
| 160 |
+
],
|
| 161 |
+
[
|
| 162 |
+
"Flat Car"
|
| 163 |
+
],
|
| 164 |
+
[
|
| 165 |
+
"Locomotive"
|
| 166 |
+
],
|
| 167 |
+
[
|
| 168 |
+
"Sailboat"
|
| 169 |
+
],
|
| 170 |
+
[
|
| 171 |
+
"Barge"
|
| 172 |
+
],
|
| 173 |
+
[
|
| 174 |
+
"Ferry"
|
| 175 |
+
],
|
| 176 |
+
[
|
| 177 |
+
"Yacht"
|
| 178 |
+
],
|
| 179 |
+
[
|
| 180 |
+
"Oil Tanker"
|
| 181 |
+
],
|
| 182 |
+
[
|
| 183 |
+
"Engineering Vehicle"
|
| 184 |
+
],
|
| 185 |
+
[
|
| 186 |
+
"Tower crane"
|
| 187 |
+
],
|
| 188 |
+
[
|
| 189 |
+
"Reach Stacker"
|
| 190 |
+
],
|
| 191 |
+
[
|
| 192 |
+
"Straddle Carrier"
|
| 193 |
+
],
|
| 194 |
+
[
|
| 195 |
+
"Mobile Crane"
|
| 196 |
+
],
|
| 197 |
+
[
|
| 198 |
+
"Haul Truck"
|
| 199 |
+
],
|
| 200 |
+
[
|
| 201 |
+
"Front loader/Bulldozer"
|
| 202 |
+
],
|
| 203 |
+
[
|
| 204 |
+
"Cement Mixer"
|
| 205 |
+
],
|
| 206 |
+
[
|
| 207 |
+
"Ground Grader"
|
| 208 |
+
],
|
| 209 |
+
[
|
| 210 |
+
"Hut/Tent"
|
| 211 |
+
],
|
| 212 |
+
[
|
| 213 |
+
"Shed"
|
| 214 |
+
],
|
| 215 |
+
[
|
| 216 |
+
"Building"
|
| 217 |
+
],
|
| 218 |
+
[
|
| 219 |
+
"Aircraft Hangar"
|
| 220 |
+
],
|
| 221 |
+
[
|
| 222 |
+
"Damaged Building"
|
| 223 |
+
],
|
| 224 |
+
[
|
| 225 |
+
"Facility"
|
| 226 |
+
],
|
| 227 |
+
[
|
| 228 |
+
"Construction Site"
|
| 229 |
+
],
|
| 230 |
+
[
|
| 231 |
+
"Shipping container lot"
|
| 232 |
+
],
|
| 233 |
+
[
|
| 234 |
+
"Shipping Container"
|
| 235 |
+
],
|
| 236 |
+
[
|
| 237 |
+
"Pylon"
|
| 238 |
+
],
|
| 239 |
+
[
|
| 240 |
+
"Tower"
|
| 241 |
+
]
|
| 242 |
+
]
|
LAE-80C/images.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
+
size 1970281656
|
LAE-COD/AID/AID.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 10716646
|
LAE-COD/AID/images.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 2625560366
|
LAE-COD/EMS/EMS.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 11767738
|
LAE-COD/EMS/images.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 4654513413
|
LAE-COD/NWPU-RESISC45/NWPURESISC45.json
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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LAE-COD/NWPU-RESISC45/images.zip
ADDED
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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LAE-COD/SLM/SLM.json
ADDED
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The diff for this file is too large to render.
See raw diff
|
|
|
LAE-COD/SLM/images.zip
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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LAE-FOD/DIOR/DIOR_train.json
ADDED
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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LAE-FOD/DIOR/DIOR_val.json
ADDED
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The diff for this file is too large to render.
See raw diff
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LAE-FOD/DIOR/processed_DIOR_train.json
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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LAE-FOD/DIOR/processed_LAE-1M_DIOR_train.json
ADDED
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The diff for this file is too large to render.
See raw diff
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LAE-FOD/DIOR/trainval_images.zip
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 3883017000
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LAE-FOD/DOTAv2/DOTAv2_train.json
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 169135145
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LAE-FOD/DOTAv2/DOTAv2_val.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
LAE-FOD/DOTAv2/images.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 26365367915
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LAE-FOD/DOTAv2/processed_DOTAv2_train.json
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 169292951
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LAE-FOD/DOTAv2/processed_LAE-1M_DOTAv2_train.json
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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size 68610968
|
LAE-FOD/FAIR1M/images.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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|
| 3 |
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size 42201152832
|
LAE-FOD/FAIR1M/processed_LAE-1M_FAIR1M_train.json
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 3 |
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size 101226521
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LAE-FOD/HRSC2016/images.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 3 |
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LAE-FOD/HRSC2016/processed_LAE-1M_HRSC2016_train.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
LAE-FOD/NWPU VHR-10/images.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 3 |
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size 63303521
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LAE-FOD/NWPU VHR-10/processed_LAE-1M_NWPU-VHR-10_train.json
ADDED
|
The diff for this file is too large to render.
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|
|
|
LAE-FOD/Power-Plant/.DS_Store
ADDED
|
Binary file (6.15 kB). View file
|
|
|
LAE-FOD/Power-Plant/Images.zip
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 3 |
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LAE-FOD/Power-Plant/processed_LAE-1M_Power-Plant_train.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
LAE-FOD/RSOD/images.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 3 |
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size 323874376
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LAE-FOD/RSOD/processed_LAE-1M_RSOD_train.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
LAE-FOD/xview/processed_LAE-1M_Xview_train_1024_05.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
+
size 209851270
|
LAE-FOD/xview/train_images_1024_05.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
| 3 |
+
size 2288218126
|
README.md
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: mit
|
| 3 |
+
task_categories:
|
| 4 |
+
- object-detection
|
| 5 |
+
- zero-shot-object-detection
|
| 6 |
+
language:
|
| 7 |
+
- en
|
| 8 |
+
size_categories:
|
| 9 |
+
- 1M+
|
| 10 |
+
source_datasets:
|
| 11 |
+
- DOTA
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| 12 |
+
- DIOR
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- FAIR1M
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+
- NWPU-VHR-10
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+
- HRSC2016
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+
- RSOD
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+
- AID
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+
- NWPU-RESISC45
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+
- SLM
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+
- EMS
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+
tags:
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- remote-sensing
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+
- computer-vision
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- open-vocabulary
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+
- benchmark
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- image-dataset
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+
pretty_name: LAE-1M
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+
---
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+
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+
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# LAE-1M: Locate Anything on Earth Dataset
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+
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<p align="center">
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<img src="https://jianchengpan.space/projects/LAE/assets/LAE-1M.png" alt="LAE-1M" width="600"/>
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+
</p>
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+
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**LAE-1M** (Locate Anything on Earth - 1 Million) is a large-scale **open-vocabulary remote sensing object detection dataset** introduced in the paper *"Locate Anything on Earth: Advancing Open-Vocabulary Object Detection for Remote Sensing Community"* (AAAI 2025).
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| 38 |
+
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It contains over **1M images** with **coarse-grained (LAE-COD)** and **fine-grained (LAE-FOD)** annotations, unified in **COCO format**, enabling **zero-shot** and **few-shot** detection in remote sensing.
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| 40 |
+
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| 41 |
+
---
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| 42 |
+
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## Dataset Details
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| 44 |
+
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+
### Dataset Description
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+
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+
- **Curated by:** Jiancheng Pan, Yanxing Liu, Yuqian Fu, Muyuan Ma, Jiahao Li, Danda Pani Paudel, Luc Van Gool, Xiaomeng Huang
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| 48 |
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- **Funded by:** ETH Zürich, INSAIT (partial computing support)
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+
- **Shared by:** LAE-DINO Project Team
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+
- **Language(s):** Not language-specific; visual dataset
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+
- **License:** MIT License
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+
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+
### Dataset Sources
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| 54 |
+
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+
- **Repository:** [GitHub - LAE-DINO](https://github.com/jaychempan/LAE-DINO)
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| 56 |
+
- **Paper:** [ArXiv 2408.09110](https://arxiv.org/abs/2408.09110), [AAAI 2025](https://ojs.aaai.org/index.php/AAAI/article/view/32672)
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+
- **Project Page:** [LAE Website](https://jianchengpan.space/LAE-website/index.html)
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+
- **Dataset Download:** [HuggingFace](https://huggingface.co/datasets/jaychempan/LAE-1M)
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| 59 |
+
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+
---
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| 61 |
+
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+
## Dataset Structure
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| 63 |
+
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+
| Subset | # Images | # Classes | Format | Description |
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| 65 |
+
|-------------|-------------|-----------|-------------|----------------------------------------------|
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| 66 |
+
| LAE-COD | 400k+ | 20+ | COCO | Coarse-grained detection (AID, EMS, SLM) |
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| 67 |
+
| LAE-FOD | 600k+ | 50+ | COCO | Fine-grained detection (DIOR, DOTAv2, FAIR1M) |
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| 68 |
+
| LAE-80C | 20k (val) | 80 | COCO | Benchmark with 80 semantically distinct classes |
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| 69 |
+
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+
All annotations are in **COCO JSON** format with bounding boxes and categories.
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+
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+
---
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| 73 |
+
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+
## Uses
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| 75 |
+
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+
### Direct Use
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- Open-Vocabulary Object Detection in Remote Sensing
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| 78 |
+
- Benchmarking zero-shot and few-shot detection models
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| 79 |
+
- Pretraining large vision-language models
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| 80 |
+
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+
### Out-of-Scope Use
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| 82 |
+
- Any tasks requiring personal or sensitive information
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+
- Real-time inference on satellite streams without further optimization
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+
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+
---
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| 86 |
+
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+
## Quick Start
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| 88 |
+
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| 89 |
+
```python
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| 90 |
+
from datasets import load_dataset
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| 91 |
+
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| 92 |
+
# Load the dataset
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| 93 |
+
dataset = load_dataset("jaychempan/LAE-1M", split="train")
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| 94 |
+
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| 95 |
+
# Access one example
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| 96 |
+
example = dataset[0]
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| 97 |
+
print(example.keys()) # image, annotations, category_id, etc.
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| 98 |
+
|
| 99 |
+
# Show the image (requires Pillow)
|
| 100 |
+
from PIL import Image
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| 101 |
+
import io
|
| 102 |
+
|
| 103 |
+
img = Image.open(io.BytesIO(example["image"]))
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| 104 |
+
img.show()
|