Sentinel-2 cloudless 2016
Nepal's land cover in 2016
The Nepal-adapted U-Net applied to the 2016 Sentinel-2 cloudless annual mosaic (10 m) at 1038 stratified sample sites: forest 47.4%, farmland 11.6%, rangeland 17.6%, built-up 0.3%, bare land 16.3% and water 6.9%.
The 2016 mosaic was processed differently from later years and the model reads it less reliably: built-up land is underestimated and bare land and water overestimated. Use 2019 and later for comparisons.
Nepal in 2016
Show the numbers
| Class | U-Net (%) | 95% interval |
|---|---|---|
| Urban land | 0.3 | 0.2–0.4 |
| Agriculture land | 11.6 | 10.5–12.8 |
| Rangeland | 17.6 | 16.3–18.8 |
| Forest land | 47.4 | 45.4–49.3 |
| Water | 6.9 | 6.1–7.6 |
| Barren land | 16.3 | 14.8–17.8 |
Every district in 2016
| District | Province | Forest % | Farmland % | Rangeland % | Built-up % |
|---|---|---|---|---|---|
| Achham | Sudur Paschim | 63.5 | 0.2 | 26.8 | 0.0 |
| Arghakhanchi | Lumbini | 86.0 | 4.0 | 8.6 | 0.0 |
| Baglung | Gandaki | 83.6 | 0.0 | 11.9 | 0.0 |
| Baitadi | Sudur Paschim | 48.5 | 5.4 | 41.4 | 0.0 |
| Bajhang | Sudur Paschim | 46.0 | 0.0 | 29.4 | 0.0 |
| Bajura | Sudur Paschim | 51.6 | 0.0 | 31.3 | 0.0 |
| Banke | Lumbini | 64.1 | 25.6 | 5.9 | 0.2 |
| Bara | Madhesh | 26.5 | 66.2 | 6.4 | 0.2 |
| Bardiya | Lumbini | 39.2 | 40.8 | 4.2 | 0.1 |
| Bhaktapur | Bagmati | 64.2 | 12.1 | 17.5 | 5.7 |
| Bhojpur | Koshi | 29.1 | 17.1 | 8.6 | 0.3 |
| Chitawan | Bagmati | 82.8 | 5.4 | 4.4 | 0.3 |
| Dadeldhura | Sudur Paschim | 68.2 | 4.5 | 13.1 | 0.1 |
| Dailekh | Karnali | 65.4 | 0.6 | 14.5 | 0.0 |
| Dang | Lumbini | 72.1 | 7.0 | 12.3 | 0.0 |
| Darchula | Sudur Paschim | 42.2 | 1.9 | 44.7 | 0.0 |
| Dhading | Bagmati | 69.5 | 1.7 | 12.0 | 0.0 |
| Dhankuta | Koshi | 77.8 | 0.0 | 22.2 | 0.0 |
| Dhanusa | Madhesh | 3.7 | 44.8 | 0.5 | 1.0 |
| Dolakha | Bagmati | 27.1 | 4.3 | 8.6 | 0.0 |
| Dolpa | Karnali | 17.9 | 0.1 | 44.5 | 0.0 |
| Doti | Sudur Paschim | 80.7 | 3.9 | 10.9 | 0.2 |
| Gorkha | Gandaki | 56.7 | 2.1 | 17.4 | 0.1 |
| Gulmi | Lumbini | 91.7 | 0.0 | 5.2 | 0.0 |
| Humla | Karnali | 24.4 | 0.3 | 31.2 | 0.2 |
| Ilam | Koshi | 81.1 | 1.9 | 17.0 | 0.0 |
| Jajarkot | Karnali | 70.8 | 0.1 | 8.1 | 0.0 |
| Jhapa | Koshi | 33.3 | 43.4 | 17.3 | 1.0 |
| Jumla | Karnali | 51.5 | 0.5 | 36.7 | 0.0 |
| Kailali | Sudur Paschim | 51.3 | 29.3 | 7.3 | 0.2 |
| Kalikot | Karnali | 57.0 | 0.0 | 31.4 | 0.0 |
| Kanchanpur | Sudur Paschim | 46.1 | 50.0 | 2.0 | 0.1 |
| Kapilbastu | Lumbini | 24.7 | 70.6 | 2.4 | 0.8 |
| Kaski | Gandaki | 56.5 | 3.6 | 10.3 | 0.0 |
| Kathmandu | Bagmati | 7.6 | 40.2 | 15.5 | 34.8 |
| Kavrepalanchok | Bagmati | 47.6 | 17.4 | 12.4 | 0.3 |
| Khotang | Koshi | 39.9 | 10.1 | 9.8 | 0.1 |
| Lalitpur | Bagmati | 50.1 | 22.1 | 13.2 | 4.5 |
| Lamjung | Gandaki | 54.4 | 0.6 | 9.4 | 0.1 |
| Mahottari | Madhesh | 23.2 | 51.6 | 0.9 | 0.0 |
| Makwanpur | Bagmati | 72.0 | 6.7 | 7.6 | 0.3 |
| Manang | Gandaki | 13.3 | 0.1 | 23.6 | 0.3 |
| Morang | Koshi | 40.2 | 42.4 | 16.0 | 0.1 |
| Mugu | Karnali | 44.1 | 0.6 | 29.9 | 0.7 |
| Mustang | Gandaki | 2.7 | 0.3 | 32.4 | 0.0 |
| Myagdi | Gandaki | 60.9 | 0.2 | 10.7 | 0.0 |
| Nawalparasi East | Gandaki | 93.7 | 0.2 | 4.1 | 0.1 |
| Nawalparasi West | Lumbini | 75.0 | 15.0 | 6.7 | 0.7 |
| Nuwakot | Bagmati | 64.0 | 4.7 | 14.0 | 0.1 |
| Okhaldhunga | Koshi | 27.3 | 4.5 | 1.5 | 0.0 |
| Palpa | Lumbini | 71.5 | 4.0 | 16.3 | 0.0 |
| Panchthar | Koshi | 89.1 | 0.0 | 10.9 | 0.0 |
| Parbat | Gandaki | 86.0 | 0.0 | 6.4 | 0.0 |
| Parsa | Madhesh | 64.3 | 19.0 | 11.2 | 0.4 |
| Pyuthan | Lumbini | 51.6 | 2.7 | 25.2 | 0.2 |
| Ramechhap | Bagmati | 33.9 | 22.9 | 6.1 | 0.4 |
| Rasuwa | Bagmati | 33.8 | 0.1 | 27.9 | 0.0 |
| Rautahat | Madhesh | 39.9 | 58.5 | 0.6 | 0.0 |
| Rolpa | Lumbini | 59.6 | 0.9 | 10.0 | 0.1 |
| Rukum East | Lumbini | 67.0 | 0.0 | 15.9 | 0.0 |
| Rukum West | Karnali | 68.4 | 0.4 | 11.5 | 0.0 |
| Rupandehi | Lumbini | 48.5 | 38.0 | 9.4 | 0.2 |
| Salyan | Karnali | 51.1 | 2.2 | 22.3 | 0.0 |
| Sankhuwasabha | Koshi | 49.5 | 2.2 | 33.6 | 0.1 |
| Saptari | Madhesh | 4.8 | 55.5 | 3.2 | 3.5 |
| Sarlahi | Madhesh | 4.0 | 81.0 | 2.4 | 0.1 |
| Sindhuli | Bagmati | 30.9 | 45.5 | 1.8 | 0.2 |
| Sindhupalchok | Bagmati | 42.2 | 6.8 | 8.9 | 0.3 |
| Siraha | Madhesh | 7.3 | 36.0 | 1.6 | 0.6 |
| Solukhumbu | Koshi | 19.2 | 0.5 | 19.2 | 0.0 |
| Sunsari | Koshi | 23.1 | 49.9 | 1.5 | 1.3 |
| Surkhet | Karnali | 74.0 | 9.6 | 8.1 | 0.0 |
| Syangja | Gandaki | 62.3 | 12.7 | 13.9 | 0.0 |
| Tanahu | Gandaki | 83.8 | 0.7 | 12.2 | 0.0 |
| Taplejung | Koshi | 48.6 | 0.0 | 21.1 | 0.1 |
| Terhathum | Koshi | 72.3 | 0.0 | 27.7 | 0.0 |
| Udayapur | Koshi | 22.4 | 35.6 | 10.6 | 0.4 |
District estimates rest on 8 or more sample sites each, so their intervals are wide; compare districts with care.
Other years: 2018 · 2019 · 2020 · 2021 · 2022 · 2023 · 2024 · 2025
Source: Nepal-adapted U-Net on EOX Sentinel-2 cloudless 2016 (contains modified Copernicus Sentinel data); reference: Impact Observatory/Esri 10 m land cover.